Add TS-ICL

src/utils.py

@@ -59,6 +59,7 @@ MODEL_CONFIG = {
     "ttm-r2": ("ibm-granite/granite-timeseries-ttm-r2", "IBM", True, "pretrained"),
     "flowstate": ("ibm-granite/granite-timeseries-flowstate-r1", "IBM", True, "pretrained"),
     "citras-fm": ("hitachi-nlp/citras-fm", "Hitachi", True, "pretrained", "CITRAS-FM"),
+    "ts-icl": ("taharnbl/TS-ICL", "EDF-Lab", True, "pretrained", "TS-ICL"),
     # GluonTS Models
     "deepar": ("https://github.com/awslabs/gluonts", "—", False, "task-specific"),
     "tft": ("https://github.com/awslabs/gluonts", "—", False, "task-specific"),

tables/domain_cloud/leaderboard_MASE.csv

@@ -1,30 +1,31 @@
 model_name,win_rate,skill_score,median_training_time_s_per100,median_inference_time_s_per100,training_corpus_overlap,num_failures
-Toto-2.0-2.5B,96.25000000000001,47.105140103596796,0.0,5.064579399732653,0.0,0.0
-Toto-2.0-1B,95.53571428571429,47.049179559947774,0.0,2.3743196950416188,0.0,0.0
-Toto-2.0-313m,92.67857142857142,46.485472580621256,0.0,0.9745701860666667,0.0,0.0
-Toto-2.0-22m,84.82142857142857,43.92623198246986,0.0,0.13920661274489796,0.0,0.0
-Toto-1.0,79.10714285714285,41.88927928450025,0.0,45.854219394249995,0.0,0.0
-Chronos-2,76.25,42.51579967639686,0.0,1.1862588189,0.0,0.0
-Toto-2.0-4m,74.46428571428572,40.931171483779714,0.0,0.09261558033545919,0.0,0.0
-TimesFM-2.5,69.46428571428571,40.26605676264323,0.0,6.434508300230608,0.0,0.0
-TiRex-2,69.10714285714286,39.65417127595432,0.0,0.19312244271691675,0.0,0.0
-TiRex,65.17857142857143,38.09940061802194,0.0,0.20884203875396826,0.0,0.0
-citras-fm,51.964285714285715,34.357611241199095,0.0,0.7048698485226532,0.0,0.0
-Moirai-2.0,51.78571428571429,35.5798994200739,0.0,0.35171731723214283,0.1,0.0
-FlowState,51.07142857142857,30.68598311802213,0.0,12.472611368300264,0.0,0.0
-TabPFN-TS-3,50.535714285714285,34.02528132692776,0.0,431.5150328579276,0.0,0.0
-PatchTST,48.035714285714285,34.304846616783294,1068.4652680383783,0.7892402496428571,0.0,0.0
-TFT,47.94642857142857,34.39379489295074,1003.5120332510221,1.1076982505700976,0.0,0.0
-Sundial-Base,47.85714285714286,34.444932595485724,0.0,7.874095355196429,0.0,0.0
-Chronos-Bolt,45.535714285714285,30.890375949929528,0.0,0.21284866287857143,0.0,0.0
-TabPFN-TS,44.46428571428571,31.182648441489537,0.0,285.2805137923404,0.0,0.0
-CatBoost,40.17857142857143,28.99041616417205,123.37088255733154,0.43462186795918367,0.0,0.0
-DeepAR,35.89285714285714,25.641579380120593,1590.4637105111146,1.558186748969388,0.0,0.0
-LightGBM,29.64285714285714,21.217567102831968,7.053590123430682,0.3469036807346939,0.0,0.0
-Stat. Ensemble,23.303571428571427,12.457381191619765,0.0,140.07917045413043,0.0,5.0
-AutoARIMA,20.80357142857143,13.156560456056853,0.0,18.324502920714288,0.0,5.0
-AutoETS,15.446428571428573,9.008132945543156,0.0,2.9907604154761906,0.0,15.0
-AutoTheta,15.178571428571427,6.832233363582574,0.0,4.0546638315458425,0.0,0.0
-Naive,12.5,-25.50199781747715,0.0,0.43933051720441596,0.0,0.0
-Seasonal Naive,10.357142857142856,0.0,0.0,0.5176203110585994,0.0,0.0
-Drift,4.642857142857143,-32.85429098273796,0.0,0.4190869192562794,0.0,0.0
+Toto-2.0-2.5B,96.20689655172414,47.105140103596796,0.0,5.064579399732653,0.0,0.0
+Toto-2.0-1B,95.6896551724138,47.049179559947774,0.0,2.3743196950416188,0.0,0.0
+Toto-2.0-313m,92.75862068965517,46.485472580621256,0.0,0.9745701860666667,0.0,0.0
+Toto-2.0-22m,85.0,43.92623198246986,0.0,0.13920661274489796,0.0,0.0
+Toto-1.0,79.13793103448276,41.88927928450025,0.0,45.854219394249995,0.0,0.0
+Chronos-2,76.03448275862068,42.51579967639686,0.0,1.1862588189,0.0,0.0
+Toto-2.0-4m,74.48275862068967,40.931171483779714,0.0,0.09261558033545919,0.0,0.0
+TiRex-2,68.96551724137933,39.65417127595432,0.0,0.19312244271691675,0.0,0.0
+TimesFM-2.5,68.62068965517241,40.26605676264323,0.0,6.434508300230608,0.0,0.0
+TS-ICL,66.55172413793105,40.023445008897305,0.0,3.327645272361891,0.0,0.0
+TiRex,64.65517241379311,38.09940061802194,0.0,0.20884203875396826,0.0,0.0
+citras-fm,50.689655172413794,34.357611241199095,0.0,0.7048698485226532,0.0,0.0
+Moirai-2.0,50.689655172413794,35.5798994200739,0.0,0.35171731723214283,0.1,0.0
+FlowState,50.172413793103445,30.68598311802213,0.0,12.472611368300264,0.0,0.0
+TabPFN-TS-3,49.6551724137931,34.02528132692776,0.0,431.5150328579276,0.0,0.0
+PatchTST,47.24137931034483,34.304846616783294,1068.4652680383783,0.7892402496428571,0.0,0.0
+TFT,46.98275862068966,34.39379489295074,1003.5120332510221,1.1076982505700976,0.0,0.0
+Sundial-Base,46.89655172413794,34.444932595485724,0.0,7.874095355196429,0.0,0.0
+Chronos-Bolt,44.48275862068966,30.890375949929528,0.0,0.21284866287857143,0.0,0.0
+TabPFN-TS,43.79310344827586,31.182648441489537,0.0,285.2805137923404,0.0,0.0
+CatBoost,38.79310344827586,28.99041616417205,123.37088255733154,0.43462186795918367,0.0,0.0
+DeepAR,35.172413793103445,25.641579380120593,1590.4637105111146,1.558186748969388,0.0,0.0
+LightGBM,28.62068965517241,21.217567102831968,7.053590123430682,0.3469036807346939,0.0,0.0
+Stat. Ensemble,22.499999999999996,12.457381191619765,0.0,140.07917045413043,0.0,5.0
+AutoARIMA,20.086206896551726,13.156560456056853,0.0,18.324502920714288,0.0,5.0
+AutoETS,14.913793103448276,9.008132945543156,0.0,2.9907604154761906,0.0,15.0
+AutoTheta,14.655172413793101,6.832233363582574,0.0,4.0546638315458425,0.0,0.0
+Naive,12.068965517241379,-25.50199781747715,0.0,0.43933051720441596,0.0,0.0
+Seasonal Naive,10.0,0.0,0.0,0.5176203110585994,0.0,0.0
+Drift,4.482758620689655,-32.85429098273796,0.0,0.4190869192562794,0.0,0.0

tables/domain_cloud/leaderboard_SQL.csv

@@ -1,30 +1,31 @@
 model_name,win_rate,skill_score,median_training_time_s_per100,median_inference_time_s_per100,training_corpus_overlap,num_failures
-Toto-2.0-2.5B,97.14285714285715,66.67609437659667,0.0,5.064579399732653,0.0,0.0
-Toto-2.0-1B,95.71428571428572,66.67229326421315,0.0,2.3743196950416188,0.0,0.0
-Toto-2.0-313m,93.03571428571429,66.42835118245338,0.0,0.9745701860666667,0.0,0.0
-Toto-2.0-22m,86.25,64.64905946685398,0.0,0.13920661274489796,0.0,0.0
-Toto-1.0,79.10714285714285,63.05875031595707,0.0,45.854219394249995,0.0,0.0
-Chronos-2,77.32142857142857,63.92789670076326,0.0,1.1862588189,0.0,0.0
-Toto-2.0-4m,75.89285714285714,62.51740509789393,0.0,0.09261558033545919,0.0,0.0
-TiRex-2,71.78571428571429,61.657338261486025,0.0,0.19312244271691675,0.0,0.0
-TimesFM-2.5,70.17857142857143,61.98663035039822,0.0,6.434508300230608,0.0,0.0
-TiRex,67.32142857142857,60.871565834690514,0.0,0.20884203875396826,0.0,0.0
-TabPFN-TS-3,57.50000000000001,59.42246884042356,0.0,431.5150328579276,0.0,0.0
-Moirai-2.0,54.46428571428572,58.416109773202194,0.0,0.35171731723214283,0.1,0.0
-FlowState,53.035714285714285,55.917373913965896,0.0,12.472611368300264,0.0,0.0
-citras-fm,51.78571428571429,57.40397994436643,0.0,0.7048698485226532,0.0,0.0
-PatchTST,48.839285714285715,56.65838528437654,1068.4652680383783,0.7892402496428571,0.0,0.0
-TFT,48.57142857142857,56.101100728840805,1003.5120332510221,1.1076982505700976,0.0,0.0
-Sundial-Base,44.46428571428572,56.64773521043558,0.0,7.874095355196429,0.0,0.0
-Chronos-Bolt,44.28571428571429,54.85929046462743,0.0,0.21284866287857143,0.0,0.0
-TabPFN-TS,43.57142857142858,54.882167458139385,0.0,285.2805137923404,0.0,0.0
-DeepAR,38.48214285714286,50.20430422932948,1590.4637105111146,1.558186748969388,0.0,0.0
-CatBoost,30.89285714285715,46.25315473529981,123.37088255733154,0.43462186795918367,0.0,0.0
-LightGBM,24.999999999999996,40.369919076130486,7.053590123430682,0.3469036807346939,0.0,0.0
-AutoARIMA,24.375,34.1099179045811,0.0,18.324502920714288,0.0,5.0
-Stat. Ensemble,22.053571428571423,21.741616773476768,0.0,140.07917045413043,0.0,5.0
-AutoETS,15.803571428571427,-26.853793282334813,0.0,2.9907604154761906,0.0,15.0
-AutoTheta,11.607142857142858,-2.114517117703918,0.0,4.0546638315458425,0.0,0.0
-Seasonal Naive,11.517857142857142,0.0,0.0,0.5176203110585994,0.0,0.0
-Naive,7.8571428571428585,-102.14853947002402,0.0,0.43933051720441596,0.0,0.0
-Drift,2.1428571428571432,-110.24318719846286,0.0,0.4190869192562794,0.0,0.0
+Toto-2.0-2.5B,97.24137931034484,66.67609437659667,0.0,5.064579399732653,0.0,0.0
+Toto-2.0-1B,95.86206896551725,66.67229326421315,0.0,2.3743196950416188,0.0,0.0
+Toto-2.0-313m,93.27586206896551,66.42835118245338,0.0,0.9745701860666667,0.0,0.0
+Toto-2.0-22m,86.37931034482759,64.64905946685398,0.0,0.13920661274489796,0.0,0.0
+Toto-1.0,79.13793103448276,63.05875031595707,0.0,45.854219394249995,0.0,0.0
+Chronos-2,77.24137931034484,63.92789670076326,0.0,1.1862588189,0.0,0.0
+Toto-2.0-4m,76.03448275862068,62.51740509789393,0.0,0.09261558033545919,0.0,0.0
+TiRex-2,71.3793103448276,61.657338261486025,0.0,0.19312244271691675,0.0,0.0
+TimesFM-2.5,69.13793103448278,61.98663035039822,0.0,6.434508300230608,0.0,0.0
+TS-ICL,67.41379310344826,61.929921677293606,0.0,3.327645272361891,0.0,0.0
+TiRex,66.72413793103448,60.871565834690514,0.0,0.20884203875396826,0.0,0.0
+TabPFN-TS-3,56.20689655172415,59.42246884042356,0.0,431.5150328579276,0.0,0.0
+Moirai-2.0,53.44827586206896,58.416109773202194,0.0,0.35171731723214283,0.1,0.0
+FlowState,51.89655172413793,55.917373913965896,0.0,12.472611368300264,0.0,0.0
+citras-fm,50.17241379310345,57.40397994436643,0.0,0.7048698485226532,0.0,0.0
+PatchTST,48.1896551724138,56.65838528437654,1068.4652680383783,0.7892402496428571,0.0,0.0
+TFT,47.58620689655172,56.101100728840805,1003.5120332510221,1.1076982505700976,0.0,0.0
+Sundial-Base,43.103448275862085,56.64773521043558,0.0,7.874095355196429,0.0,0.0
+TabPFN-TS,42.931034482758626,54.882167458139385,0.0,285.2805137923404,0.0,0.0
+Chronos-Bolt,42.931034482758626,54.85929046462743,0.0,0.21284866287857143,0.0,0.0
+DeepAR,37.67241379310345,50.20430422932948,1590.4637105111146,1.558186748969388,0.0,0.0
+CatBoost,29.827586206896562,46.25315473529981,123.37088255733154,0.43462186795918367,0.0,0.0
+LightGBM,24.137931034482758,40.369919076130486,7.053590123430682,0.3469036807346939,0.0,0.0
+AutoARIMA,23.53448275862069,34.1099179045811,0.0,18.324502920714288,0.0,5.0
+Stat. Ensemble,21.293103448275858,21.741616773476768,0.0,140.07917045413043,0.0,5.0
+AutoETS,15.258620689655169,-26.853793282334813,0.0,2.9907604154761906,0.0,15.0
+AutoTheta,11.206896551724139,-2.114517117703918,0.0,4.0546638315458425,0.0,0.0
+Seasonal Naive,11.120689655172413,0.0,0.0,0.5176203110585994,0.0,0.0
+Naive,7.586206896551722,-102.14853947002402,0.0,0.43933051720441596,0.0,0.0
+Drift,2.0689655172413794,-110.24318719846286,0.0,0.4190869192562794,0.0,0.0

tables/domain_cloud/leaderboard_WAPE.csv

@@ -1,30 +1,31 @@
 model_name,win_rate,skill_score,median_training_time_s_per100,median_inference_time_s_per100,training_corpus_overlap,num_failures
-Toto-2.0-2.5B,97.14285714285715,53.71035361627254,0.0,5.064579399732653,0.0,0.0
-Toto-2.0-1B,95.5357142857143,53.096830919470946,0.0,2.3743196950416188,0.0,0.0
-Toto-2.0-313m,93.39285714285714,52.69411150627982,0.0,0.9745701860666667,0.0,0.0
-Toto-2.0-22m,86.42857142857142,50.191472774349634,0.0,0.13920661274489796,0.0,0.0
-Chronos-2,78.92857142857144,50.57276323971893,0.0,1.1862588189,0.0,0.0
-Toto-1.0,78.03571428571429,47.09252281338565,0.0,45.854219394249995,0.0,0.0
-Toto-2.0-4m,73.57142857142858,47.10219495180865,0.0,0.09261558033545919,0.0,0.0
-TiRex-2,69.28571428571428,46.55373683052376,0.0,0.19312244271691675,0.0,0.0
-TimesFM-2.5,68.21428571428572,46.24771958720855,0.0,6.434508300230608,0.0,0.0
-TiRex,64.64285714285715,44.520635260445665,0.0,0.20884203875396826,0.0,0.0
-TabPFN-TS-3,56.96428571428572,46.210313482546184,0.0,431.5150328579276,0.0,0.0
-FlowState,55.5357142857143,44.39308253523333,0.0,12.472611368300264,0.0,0.0
-Moirai-2.0,53.214285714285715,42.79254856807111,0.0,0.35171731723214283,0.1,0.0
-citras-fm,53.214285714285715,43.462794590251164,0.0,0.7048698485226532,0.0,0.0
-TabPFN-TS,50.17857142857143,42.304181829008726,0.0,285.2805137923404,0.0,0.0
-PatchTST,48.92857142857143,42.75818805959519,1068.4652680383783,0.7892402496428571,0.0,0.0
-Sundial-Base,47.14285714285715,41.966358434053696,0.0,7.874095355196429,0.0,0.0
-Chronos-Bolt,46.42857142857143,39.89366883509092,0.0,0.21284866287857143,0.0,0.0
-TFT,45.089285714285715,37.9920627846737,1003.5120332510221,1.1076982505700976,0.0,0.0
-CatBoost,36.07142857142857,34.58752644878078,123.37088255733154,0.43462186795918367,0.0,0.0
-DeepAR,35.535714285714285,31.125782577257844,1590.4637105111146,1.558186748969388,0.0,0.0
-LightGBM,28.214285714285715,27.03716130150796,7.053590123430682,0.3469036807346939,0.0,0.0
-Stat. Ensemble,20.80357142857143,17.59542897915567,0.0,140.07917045413043,0.0,5.0
-AutoARIMA,17.767857142857142,16.5309827995087,0.0,18.324502920714288,0.0,5.0
-AutoETS,14.017857142857142,5.6618608202705705,0.0,2.9907604154761906,0.0,15.0
-AutoTheta,12.321428571428573,12.660865320459136,0.0,4.0546638315458425,0.0,0.0
-Naive,11.964285714285714,4.49837321934039,0.0,0.43933051720441596,0.0,0.0
-Seasonal Naive,7.142857142857142,0.0,0.0,0.5176203110585994,0.0,0.0
-Drift,4.2857142857142865,-1.7537853153904326,0.0,0.4190869192562794,0.0,0.0
+Toto-2.0-2.5B,97.24137931034484,53.71035361627254,0.0,5.064579399732653,0.0,0.0
+Toto-2.0-1B,95.68965517241381,53.096830919470946,0.0,2.3743196950416188,0.0,0.0
+Toto-2.0-313m,93.62068965517241,52.69411150627982,0.0,0.9745701860666667,0.0,0.0
+Toto-2.0-22m,86.72413793103448,50.191472774349634,0.0,0.13920661274489796,0.0,0.0
+Chronos-2,79.31034482758622,50.57276323971893,0.0,1.1862588189,0.0,0.0
+Toto-1.0,78.10344827586206,47.09252281338565,0.0,45.854219394249995,0.0,0.0
+Toto-2.0-4m,73.62068965517241,47.10219495180865,0.0,0.09261558033545919,0.0,0.0
+TiRex-2,69.3103448275862,46.55373683052376,0.0,0.19312244271691675,0.0,0.0
+TimesFM-2.5,67.93103448275863,46.24771958720855,0.0,6.434508300230608,0.0,0.0
+TS-ICL,64.48275862068965,45.92336879321229,0.0,3.327645272361891,0.0,0.0
+TiRex,64.31034482758622,44.520635260445665,0.0,0.20884203875396826,0.0,0.0
+TabPFN-TS-3,55.86206896551725,46.210313482546184,0.0,431.5150328579276,0.0,0.0
+FlowState,55.00000000000001,44.39308253523333,0.0,12.472611368300264,0.0,0.0
+Moirai-2.0,52.241379310344826,42.79254856807111,0.0,0.35171731723214283,0.1,0.0
+citras-fm,51.72413793103448,43.462794590251164,0.0,0.7048698485226532,0.0,0.0
+TabPFN-TS,49.310344827586206,42.304181829008726,0.0,285.2805137923404,0.0,0.0
+PatchTST,48.10344827586207,42.75818805959519,1068.4652680383783,0.7892402496428571,0.0,0.0
+Sundial-Base,46.0344827586207,41.966358434053696,0.0,7.874095355196429,0.0,0.0
+Chronos-Bolt,45.17241379310345,39.89366883509092,0.0,0.21284866287857143,0.0,0.0
+TFT,44.22413793103448,37.9920627846737,1003.5120332510221,1.1076982505700976,0.0,0.0
+CatBoost,34.82758620689655,34.58752644878078,123.37088255733154,0.43462186795918367,0.0,0.0
+DeepAR,34.6551724137931,31.125782577257844,1590.4637105111146,1.558186748969388,0.0,0.0
+LightGBM,27.241379310344826,27.03716130150796,7.053590123430682,0.3469036807346939,0.0,0.0
+Stat. Ensemble,20.086206896551726,17.59542897915567,0.0,140.07917045413043,0.0,5.0
+AutoARIMA,17.155172413793103,16.5309827995087,0.0,18.324502920714288,0.0,5.0
+AutoETS,13.534482758620689,5.6618608202705705,0.0,2.9907604154761906,0.0,15.0
+AutoTheta,11.89655172413793,12.660865320459136,0.0,4.0546638315458425,0.0,0.0
+Naive,11.551724137931036,4.49837321934039,0.0,0.43933051720441596,0.0,0.0
+Seasonal Naive,6.896551724137931,0.0,0.0,0.5176203110585994,0.0,0.0
+Drift,4.137931034482759,-1.7537853153904326,0.0,0.4190869192562794,0.0,0.0

tables/domain_cloud/leaderboard_WQL.csv

@@ -1,30 +1,31 @@
 model_name,win_rate,skill_score,median_training_time_s_per100,median_inference_time_s_per100,training_corpus_overlap,num_failures
-Toto-2.0-2.5B,98.03571428571428,69.03469555605878,0.0,5.064579399732653,0.0,0.0
-Toto-2.0-1B,95.89285714285715,68.75529346896873,0.0,2.3743196950416188,0.0,0.0
-Toto-2.0-313m,92.85714285714286,68.41066967488192,0.0,0.9745701860666667,0.0,0.0
-Toto-2.0-22m,86.60714285714286,66.78327813931047,0.0,0.13920661274489796,0.0,0.0
-Chronos-2,79.46428571428574,66.94397676250325,0.0,1.1862588189,0.0,0.0
-Toto-1.0,76.60714285714286,64.46135334372015,0.0,45.854219394249995,0.0,0.0
-Toto-2.0-4m,74.4642857142857,64.42603072886158,0.0,0.09261558033545919,0.0,0.0
-TiRex-2,71.42857142857143,63.99709672683953,0.0,0.19312244271691675,0.0,0.0
-TimesFM-2.5,68.03571428571429,63.7537487246866,0.0,6.434508300230608,0.0,0.0
-TiRex,67.14285714285714,62.74382048246822,0.0,0.20884203875396826,0.0,0.0
-TabPFN-TS-3,61.96428571428573,64.3601359782909,0.0,431.5150328579276,0.0,0.0
-FlowState,58.03571428571429,62.649468493586056,0.0,12.472611368300264,0.0,0.0
-Moirai-2.0,55.714285714285715,61.08750954950368,0.0,0.35171731723214283,0.1,0.0
-citras-fm,52.5,60.978054225927835,0.0,0.7048698485226532,0.0,0.0
-PatchTST,50.803571428571445,59.71037333425973,1068.4652680383783,0.7892402496428571,0.0,0.0
-TFT,47.67857142857142,55.556509382143545,1003.5120332510221,1.1076982505700976,0.0,0.0
-TabPFN-TS,46.07142857142858,58.432181218600874,0.0,285.2805137923404,0.0,0.0
-Chronos-Bolt,43.92857142857142,58.15816295699815,0.0,0.21284866287857143,0.0,0.0
-Sundial-Base,43.21428571428572,59.21372871831863,0.0,7.874095355196429,0.0,0.0
-DeepAR,37.94642857142857,50.79429174981283,1590.4637105111146,1.558186748969388,0.0,0.0
-CatBoost,30.53571428571429,46.843426009989976,123.37088255733154,0.43462186795918367,0.0,0.0
-LightGBM,25.71428571428572,40.70772252024998,7.053590123430682,0.3469036807346939,0.0,0.0
-AutoARIMA,22.41071428571429,34.821696297938075,0.0,18.324502920714288,0.0,5.0
-Stat. Ensemble,19.375,22.34504540092107,0.0,140.07917045413043,0.0,5.0
-AutoETS,12.946428571428573,-39.995047645386684,0.0,2.9907604154761906,0.0,15.0
-AutoTheta,11.07142857142857,7.361982676335321,0.0,4.0546638315458425,0.0,0.0
-Seasonal Naive,10.267857142857142,0.0,0.0,0.5176203110585994,0.0,0.0
-Naive,6.964285714285714,-64.9788901369484,0.0,0.43933051720441596,0.0,0.0
-Drift,2.321428571428571,-71.7471743825873,0.0,0.4190869192562794,0.0,0.0
+Toto-2.0-2.5B,98.10344827586206,69.03469555605878,0.0,5.064579399732653,0.0,0.0
+Toto-2.0-1B,96.0344827586207,68.75529346896873,0.0,2.3743196950416188,0.0,0.0
+Toto-2.0-313m,93.10344827586208,68.41066967488192,0.0,0.9745701860666667,0.0,0.0
+Toto-2.0-22m,86.72413793103448,66.78327813931047,0.0,0.13920661274489796,0.0,0.0
+Chronos-2,80.00000000000003,66.94397676250325,0.0,1.1862588189,0.0,0.0
+Toto-1.0,76.72413793103449,64.46135334372015,0.0,45.854219394249995,0.0,0.0
+Toto-2.0-4m,74.6551724137931,64.42603072886158,0.0,0.09261558033545919,0.0,0.0
+TiRex-2,71.0344827586207,63.99709672683953,0.0,0.19312244271691675,0.0,0.0
+TimesFM-2.5,67.58620689655173,63.7537487246866,0.0,6.434508300230608,0.0,0.0
+TS-ICL,66.72413793103449,63.67831559208952,0.0,3.327645272361891,0.0,0.0
+TiRex,66.37931034482759,62.74382048246822,0.0,0.20884203875396826,0.0,0.0
+TabPFN-TS-3,60.689655172413815,64.3601359782909,0.0,431.5150328579276,0.0,0.0
+FlowState,57.24137931034482,62.649468493586056,0.0,12.472611368300264,0.0,0.0
+Moirai-2.0,54.310344827586206,61.08750954950368,0.0,0.35171731723214283,0.1,0.0
+citras-fm,50.86206896551724,60.978054225927835,0.0,0.7048698485226532,0.0,0.0
+PatchTST,49.91379310344829,59.71037333425973,1068.4652680383783,0.7892402496428571,0.0,0.0
+TFT,46.724137931034484,55.556509382143545,1003.5120332510221,1.1076982505700976,0.0,0.0
+TabPFN-TS,45.17241379310345,58.432181218600874,0.0,285.2805137923404,0.0,0.0
+Chronos-Bolt,42.41379310344827,58.15816295699815,0.0,0.21284866287857143,0.0,0.0
+Sundial-Base,41.896551724137936,59.21372871831863,0.0,7.874095355196429,0.0,0.0
+DeepAR,36.98275862068966,50.79429174981283,1590.4637105111146,1.558186748969388,0.0,0.0
+CatBoost,29.48275862068966,46.843426009989976,123.37088255733154,0.43462186795918367,0.0,0.0
+LightGBM,24.82758620689655,40.70772252024998,7.053590123430682,0.3469036807346939,0.0,0.0
+AutoARIMA,21.63793103448276,34.821696297938075,0.0,18.324502920714288,0.0,5.0
+Stat. Ensemble,18.70689655172414,22.34504540092107,0.0,140.07917045413043,0.0,5.0
+AutoETS,12.5,-39.995047645386684,0.0,2.9907604154761906,0.0,15.0
+AutoTheta,10.689655172413792,7.361982676335321,0.0,4.0546638315458425,0.0,0.0
+Seasonal Naive,9.913793103448276,0.0,0.0,0.5176203110585994,0.0,0.0
+Naive,6.724137931034484,-64.9788901369484,0.0,0.43933051720441596,0.0,0.0
+Drift,2.2413793103448274,-71.7471743825873,0.0,0.4190869192562794,0.0,0.0

tables/domain_cloud/pairwise_MASE.csv

@@ -8,12 +8,12 @@ Toto-2.0-2.5B,Chronos-2,0.95,0.85,1.0,0.08,0.048,0.124
 Toto-2.0-2.5B,Toto-2.0-4m,1.0,1.0,1.0,0.105,0.061,0.155
 Toto-2.0-2.5B,TiRex-2,0.95,0.85,1.0,0.123,0.077,0.173
 Toto-2.0-2.5B,TimesFM-2.5,0.95,0.85,1.0,0.114,0.07,0.181
+Toto-2.0-2.5B,TS-ICL,0.95,0.85,1.0,0.118,0.073,0.172
 Toto-2.0-2.5B,TiRex,1.0,1.0,1.0,0.145,0.082,0.223
 Toto-2.0-2.5B,FlowState,0.9,0.75,1.0,0.237,0.125,0.356
 Toto-2.0-2.5B,citras-fm,1.0,1.0,1.0,0.194,0.118,0.279
-Toto-2.0-2.5B,Moirai-2.0,1.0,1.0,1.0,0.179,0.114,0.268
 Toto-2.0-2.5B,TabPFN-TS-3,0.95,0.85,1.0,0.198,0.107,0.308
-Toto-2.0-2.5B,PatchTST,0.95,0.85,1.0,0.195,0.12,0.276
+Toto-2.0-2.5B,Moirai-2.0,1.0,1.0,1.0,0.179,0.114,0.268
 Toto-2.0-2.5B,Chronos-Bolt,1.0,1.0,1.0,0.235,0.163,0.308
 Toto-2.0-2.5B,Seasonal Naive,1.0,1.0,1.0,0.471,0.37,0.587
 Toto-2.0-1B,Toto-2.0-2.5B,0.4,0.2,0.6,-0.001,-0.012,0.011
@@ -25,12 +25,12 @@ Toto-2.0-1B,Chronos-2,0.95,0.85,1.0,0.079,0.042,0.127
 Toto-2.0-1B,Toto-2.0-4m,1.0,1.0,1.0,0.104,0.06,0.157
 Toto-2.0-1B,TiRex-2,0.95,0.85,1.0,0.123,0.077,0.175
 Toto-2.0-1B,TimesFM-2.5,0.9,0.75,1.0,0.114,0.068,0.183
+Toto-2.0-1B,TS-ICL,1.0,1.0,1.0,0.117,0.076,0.167
 Toto-2.0-1B,TiRex,1.0,1.0,1.0,0.145,0.084,0.223
 Toto-2.0-1B,FlowState,0.9,0.75,1.0,0.236,0.115,0.36
 Toto-2.0-1B,citras-fm,1.0,1.0,1.0,0.193,0.116,0.285
-Toto-2.0-1B,Moirai-2.0,1.0,1.0,1.0,0.178,0.112,0.271
 Toto-2.0-1B,TabPFN-TS-3,0.95,0.85,1.0,0.197,0.101,0.318
-Toto-2.0-1B,PatchTST,0.95,0.85,1.0,0.194,0.117,0.277
+Toto-2.0-1B,Moirai-2.0,1.0,1.0,1.0,0.178,0.112,0.271
 Toto-2.0-1B,Chronos-Bolt,1.0,1.0,1.0,0.234,0.16,0.311
 Toto-2.0-1B,Seasonal Naive,1.0,1.0,1.0,0.47,0.372,0.586
 Toto-2.0-313m,Toto-2.0-2.5B,0.2,0.05,0.4,-0.012,-0.024,-0.002
@@ -42,12 +42,12 @@ Toto-2.0-313m,Chronos-2,0.95,0.85,1.0,0.069,0.033,0.115
 Toto-2.0-313m,Toto-2.0-4m,1.0,1.0,1.0,0.094,0.056,0.144
 Toto-2.0-313m,TiRex-2,0.95,0.85,1.0,0.113,0.073,0.158
 Toto-2.0-313m,TimesFM-2.5,0.95,0.85,1.0,0.104,0.058,0.173
+Toto-2.0-313m,TS-ICL,0.95,0.85,1.0,0.108,0.067,0.158
 Toto-2.0-313m,TiRex,1.0,1.0,1.0,0.135,0.076,0.212
 Toto-2.0-313m,FlowState,0.9,0.75,1.0,0.228,0.113,0.349
 Toto-2.0-313m,citras-fm,1.0,1.0,1.0,0.185,0.112,0.273
-Toto-2.0-313m,Moirai-2.0,1.0,1.0,1.0,0.169,0.107,0.26
 Toto-2.0-313m,TabPFN-TS-3,0.95,0.85,1.0,0.189,0.093,0.302
-Toto-2.0-313m,PatchTST,0.95,0.85,1.0,0.185,0.105,0.268
+Toto-2.0-313m,Moirai-2.0,1.0,1.0,1.0,0.169,0.107,0.26
 Toto-2.0-313m,Chronos-Bolt,1.0,1.0,1.0,0.226,0.157,0.3
 Toto-2.0-313m,Seasonal Naive,1.0,1.0,1.0,0.465,0.364,0.583
 Toto-2.0-22m,Toto-2.0-2.5B,0.0,0.0,0.0,-0.06,-0.096,-0.032
@@ -59,12 +59,12 @@ Toto-2.0-22m,Chronos-2,0.85,0.7,1.0,0.025,-0.013,0.052
 Toto-2.0-22m,Toto-2.0-4m,1.0,1.0,1.0,0.051,0.03,0.076
 Toto-2.0-22m,TiRex-2,0.9,0.75,1.0,0.071,0.046,0.096
 Toto-2.0-22m,TimesFM-2.5,0.85,0.699,1.0,0.061,0.016,0.111
+Toto-2.0-22m,TS-ICL,0.9,0.75,1.0,0.065,0.032,0.102
 Toto-2.0-22m,TiRex,0.85,0.7,1.0,0.094,0.047,0.149
 Toto-2.0-22m,FlowState,0.9,0.75,1.0,0.191,0.077,0.306
 Toto-2.0-22m,citras-fm,1.0,1.0,1.0,0.146,0.085,0.218
-Toto-2.0-22m,Moirai-2.0,1.0,1.0,1.0,0.13,0.081,0.2
 Toto-2.0-22m,TabPFN-TS-3,0.95,0.85,1.0,0.15,0.058,0.249
-Toto-2.0-22m,PatchTST,0.9,0.75,1.0,0.146,0.069,0.221
+Toto-2.0-22m,Moirai-2.0,1.0,1.0,1.0,0.13,0.081,0.2
 Toto-2.0-22m,Chronos-Bolt,1.0,1.0,1.0,0.189,0.128,0.252
 Toto-2.0-22m,Seasonal Naive,1.0,1.0,1.0,0.439,0.34,0.551
 Toto-1.0,Toto-2.0-2.5B,0.05,0.0,0.15,-0.099,-0.157,-0.052
@@ -76,12 +76,12 @@ Toto-1.0,Chronos-2,0.65,0.45,0.85,-0.011,-0.063,0.027
 Toto-1.0,Toto-2.0-4m,0.7,0.45,0.9,0.016,-0.007,0.04
 Toto-1.0,TiRex-2,0.85,0.7,1.0,0.037,0.014,0.059
 Toto-1.0,TimesFM-2.5,0.7,0.5,0.9,0.027,-0.02,0.072
+Toto-1.0,TS-ICL,0.8,0.65,0.95,0.031,0.005,0.057
 Toto-1.0,TiRex,0.8,0.6,0.95,0.061,0.027,0.114
 Toto-1.0,FlowState,0.85,0.7,1.0,0.162,0.041,0.286
 Toto-1.0,citras-fm,0.9,0.75,1.0,0.115,0.057,0.196
-Toto-1.0,Moirai-2.0,0.95,0.85,1.0,0.098,0.052,0.164
 Toto-1.0,TabPFN-TS-3,0.95,0.85,1.0,0.119,0.024,0.226
-Toto-1.0,PatchTST,0.9,0.75,1.0,0.115,0.034,0.185
+Toto-1.0,Moirai-2.0,0.95,0.85,1.0,0.098,0.052,0.164
 Toto-1.0,Chronos-Bolt,0.9,0.75,1.0,0.159,0.094,0.224
 Toto-1.0,Seasonal Naive,1.0,1.0,1.0,0.419,0.323,0.528
 Chronos-2,Toto-2.0-2.5B,0.05,0.0,0.15,-0.087,-0.141,-0.05
@@ -93,12 +93,12 @@ Chronos-2,Chronos-2,0.5,0.5,0.5,0.0,0.0,0.0
 Chronos-2,Toto-2.0-4m,0.6,0.35,0.8,0.027,-0.006,0.067
 Chronos-2,TiRex-2,0.7,0.5,0.9,0.047,0.011,0.093
 Chronos-2,TimesFM-2.5,0.7,0.5,0.9,0.038,0.009,0.071
+Chronos-2,TS-ICL,0.7,0.5,0.9,0.042,0.003,0.089
 Chronos-2,TiRex,0.75,0.55,0.95,0.071,0.022,0.128
 Chronos-2,FlowState,0.8,0.6,0.95,0.171,0.067,0.29
 Chronos-2,citras-fm,0.95,0.85,1.0,0.124,0.056,0.204
-Chronos-2,Moirai-2.0,1.0,1.0,1.0,0.108,0.053,0.168
 Chronos-2,TabPFN-TS-3,0.8,0.6,0.95,0.129,0.052,0.222
-Chronos-2,PatchTST,0.9,0.75,1.0,0.125,0.065,0.189
+Chronos-2,Moirai-2.0,1.0,1.0,1.0,0.108,0.053,0.168
 Chronos-2,Chronos-Bolt,0.95,0.85,1.0,0.168,0.101,0.231
 Chronos-2,Seasonal Naive,1.0,1.0,1.0,0.425,0.331,0.534
 Toto-2.0-4m,Toto-2.0-2.5B,0.0,0.0,0.0,-0.117,-0.184,-0.065
@@ -110,12 +110,12 @@ Toto-2.0-4m,Chronos-2,0.4,0.2,0.65,-0.028,-0.072,0.006
 Toto-2.0-4m,Toto-2.0-4m,0.5,0.5,0.5,0.0,0.0,0.0
 Toto-2.0-4m,TiRex-2,0.85,0.65,1.0,0.021,0.008,0.034
 Toto-2.0-4m,TimesFM-2.5,0.65,0.4,0.85,0.011,-0.032,0.048
+Toto-2.0-4m,TS-ICL,0.75,0.55,0.9,0.015,-0.017,0.042
 Toto-2.0-4m,TiRex,0.75,0.55,0.9,0.046,0.017,0.083
 Toto-2.0-4m,FlowState,0.85,0.699,1.0,0.148,0.032,0.269
 Toto-2.0-4m,citras-fm,1.0,1.0,1.0,0.1,0.053,0.168
-Toto-2.0-4m,Moirai-2.0,1.0,1.0,1.0,0.083,0.05,0.134
 Toto-2.0-4m,TabPFN-TS-3,0.9,0.75,1.0,0.105,0.014,0.197
-Toto-2.0-4m,PatchTST,0.85,0.699,1.0,0.101,0.019,0.165
+Toto-2.0-4m,Moirai-2.0,1.0,1.0,1.0,0.083,0.05,0.134
 Toto-2.0-4m,Chronos-Bolt,1.0,1.0,1.0,0.145,0.092,0.201
 Toto-2.0-4m,Seasonal Naive,0.95,0.85,1.0,0.409,0.315,0.516
 TiRex-2,Toto-2.0-2.5B,0.05,0.0,0.15,-0.141,-0.209,-0.084
@@ -127,12 +127,12 @@ TiRex-2,Chronos-2,0.3,0.1,0.5,-0.05,-0.103,-0.011
 TiRex-2,Toto-2.0-4m,0.15,0.0,0.35,-0.022,-0.035,-0.008
 TiRex-2,TiRex-2,0.5,0.5,0.5,0.0,0.0,0.0
 TiRex-2,TimesFM-2.5,0.6,0.4,0.8,-0.01,-0.061,0.036
+TiRex-2,TS-ICL,0.65,0.45,0.85,-0.006,-0.045,0.025
 TiRex-2,TiRex,0.65,0.45,0.85,0.025,-0.006,0.072
 TiRex-2,FlowState,0.8,0.6,0.95,0.129,0.009,0.25
 TiRex-2,citras-fm,1.0,1.0,1.0,0.081,0.035,0.148
-TiRex-2,Moirai-2.0,0.85,0.7,1.0,0.063,0.027,0.121
 TiRex-2,TabPFN-TS-3,0.85,0.7,1.0,0.085,-0.01,0.184
-TiRex-2,PatchTST,0.9,0.75,1.0,0.081,-0.011,0.149
+TiRex-2,Moirai-2.0,0.85,0.7,1.0,0.063,0.027,0.121
 TiRex-2,Chronos-Bolt,0.95,0.85,1.0,0.127,0.072,0.184
 TiRex-2,Seasonal Naive,0.95,0.85,1.0,0.397,0.293,0.51
 TimesFM-2.5,Toto-2.0-2.5B,0.05,0.0,0.15,-0.129,-0.22,-0.075
@@ -144,14 +144,31 @@ TimesFM-2.5,Chronos-2,0.3,0.1,0.5,-0.039,-0.077,-0.009
 TimesFM-2.5,Toto-2.0-4m,0.35,0.15,0.6,-0.011,-0.05,0.031
 TimesFM-2.5,TiRex-2,0.4,0.2,0.6,0.01,-0.037,0.058
 TimesFM-2.5,TimesFM-2.5,0.5,0.5,0.5,0.0,0.0,0.0
+TimesFM-2.5,TS-ICL,0.45,0.25,0.7,0.004,-0.033,0.047
 TimesFM-2.5,TiRex,0.65,0.45,0.85,0.035,-0.0,0.077
 TimesFM-2.5,FlowState,0.7,0.5,0.9,0.138,0.03,0.267
 TimesFM-2.5,citras-fm,0.7,0.499,0.9,0.09,0.019,0.183
-TimesFM-2.5,Moirai-2.0,0.9,0.75,1.0,0.073,0.035,0.115
 TimesFM-2.5,TabPFN-TS-3,0.75,0.55,0.95,0.095,0.024,0.186
-TimesFM-2.5,PatchTST,0.8,0.649,0.95,0.091,0.037,0.142
+TimesFM-2.5,Moirai-2.0,0.9,0.75,1.0,0.073,0.035,0.115
 TimesFM-2.5,Chronos-Bolt,0.85,0.65,1.0,0.136,0.068,0.199
 TimesFM-2.5,Seasonal Naive,1.0,1.0,1.0,0.403,0.318,0.501
+TS-ICL,Toto-2.0-2.5B,0.05,0.0,0.15,-0.134,-0.207,-0.079
+TS-ICL,Toto-2.0-1B,0.0,0.0,0.0,-0.133,-0.2,-0.082
+TS-ICL,Toto-2.0-313m,0.05,0.0,0.15,-0.121,-0.188,-0.072
+TS-ICL,Toto-2.0-22m,0.1,0.0,0.25,-0.07,-0.114,-0.033
+TS-ICL,Toto-1.0,0.2,0.05,0.35,-0.032,-0.061,-0.005
+TS-ICL,Chronos-2,0.3,0.1,0.5,-0.043,-0.098,-0.003
+TS-ICL,Toto-2.0-4m,0.25,0.1,0.45,-0.015,-0.044,0.017
+TS-ICL,TiRex-2,0.35,0.15,0.55,0.006,-0.025,0.043
+TS-ICL,TimesFM-2.5,0.55,0.3,0.75,-0.004,-0.049,0.032
+TS-ICL,TS-ICL,0.5,0.5,0.5,0.0,0.0,0.0
+TS-ICL,TiRex,0.5,0.3,0.7,0.031,-0.001,0.077
+TS-ICL,FlowState,0.75,0.55,0.901,0.135,0.008,0.274
+TS-ICL,citras-fm,0.85,0.65,1.0,0.086,0.02,0.183
+TS-ICL,TabPFN-TS-3,0.75,0.55,0.95,0.091,-0.008,0.204
+TS-ICL,Moirai-2.0,0.8,0.6,0.95,0.069,0.023,0.128
+TS-ICL,Chronos-Bolt,0.85,0.65,1.0,0.132,0.065,0.202
+TS-ICL,Seasonal Naive,1.0,1.0,1.0,0.4,0.315,0.503
 TiRex,Toto-2.0-2.5B,0.0,0.0,0.0,-0.17,-0.287,-0.09
 TiRex,Toto-2.0-1B,0.0,0.0,0.0,-0.169,-0.287,-0.092
 TiRex,Toto-2.0-313m,0.0,0.0,0.0,-0.157,-0.27,-0.083
@@ -161,12 +178,12 @@ TiRex,Chronos-2,0.25,0.05,0.45,-0.077,-0.146,-0.022
 TiRex,Toto-2.0-4m,0.25,0.1,0.45,-0.048,-0.091,-0.017
 TiRex,TiRex-2,0.35,0.15,0.55,-0.026,-0.077,0.006
 TiRex,TimesFM-2.5,0.35,0.15,0.55,-0.036,-0.083,0.0
+TiRex,TS-ICL,0.5,0.3,0.7,-0.032,-0.084,0.001
 TiRex,TiRex,0.5,0.5,0.5,0.0,0.0,0.0
 TiRex,FlowState,0.65,0.45,0.85,0.107,-0.02,0.236
 TiRex,citras-fm,0.75,0.55,0.9,0.057,-0.003,0.138
-TiRex,Moirai-2.0,0.8,0.6,0.95,0.039,0.014,0.065
 TiRex,TabPFN-TS-3,0.85,0.7,1.0,0.062,-0.03,0.149
-TiRex,PatchTST,0.85,0.7,1.0,0.058,-0.029,0.118
+TiRex,Moirai-2.0,0.8,0.6,0.95,0.039,0.014,0.065
 TiRex,Chronos-Bolt,0.75,0.55,0.9,0.104,0.038,0.166
 TiRex,Seasonal Naive,1.0,1.0,1.0,0.381,0.295,0.476
 FlowState,Toto-2.0-2.5B,0.1,0.0,0.25,-0.31,-0.554,-0.142
@@ -178,12 +195,12 @@ FlowState,Chronos-2,0.2,0.05,0.4,-0.206,-0.408,-0.072
 FlowState,Toto-2.0-4m,0.15,0.0,0.301,-0.173,-0.368,-0.033
 FlowState,TiRex-2,0.2,0.05,0.4,-0.149,-0.333,-0.009
 FlowState,TimesFM-2.5,0.3,0.1,0.5,-0.16,-0.363,-0.031
+FlowState,TS-ICL,0.25,0.099,0.45,-0.156,-0.378,-0.008
 FlowState,TiRex,0.35,0.15,0.55,-0.12,-0.308,0.02
 FlowState,FlowState,0.5,0.5,0.5,0.0,0.0,0.0
 FlowState,citras-fm,0.35,0.15,0.55,-0.056,-0.154,0.037
-FlowState,Moirai-2.0,0.4,0.2,0.6,-0.076,-0.251,0.058
 FlowState,TabPFN-TS-3,0.5,0.3,0.7,-0.051,-0.155,0.045
-FlowState,PatchTST,0.5,0.3,0.7,-0.055,-0.227,0.056
+FlowState,Moirai-2.0,0.4,0.2,0.6,-0.076,-0.251,0.058
 FlowState,Chronos-Bolt,0.5,0.3,0.7,-0.003,-0.136,0.112
 FlowState,Seasonal Naive,0.9,0.75,1.0,0.307,0.147,0.442
 citras-fm,Toto-2.0-2.5B,0.0,0.0,0.0,-0.241,-0.386,-0.134
@@ -195,31 +212,14 @@ citras-fm,Chronos-2,0.05,0.0,0.15,-0.142,-0.256,-0.059
 citras-fm,Toto-2.0-4m,0.0,0.0,0.0,-0.111,-0.202,-0.056
 citras-fm,TiRex-2,0.0,0.0,0.0,-0.088,-0.174,-0.036
 citras-fm,TimesFM-2.5,0.3,0.1,0.501,-0.099,-0.223,-0.019
+citras-fm,TS-ICL,0.15,0.0,0.35,-0.094,-0.223,-0.021
 citras-fm,TiRex,0.25,0.1,0.45,-0.06,-0.159,0.003
 citras-fm,FlowState,0.65,0.45,0.85,0.053,-0.038,0.134
 citras-fm,citras-fm,0.5,0.5,0.5,0.0,0.0,0.0
-citras-fm,Moirai-2.0,0.55,0.35,0.75,-0.019,-0.102,0.052
 citras-fm,TabPFN-TS-3,0.55,0.35,0.75,0.005,-0.077,0.077
-citras-fm,PatchTST,0.65,0.45,0.85,0.001,-0.12,0.089
+citras-fm,Moirai-2.0,0.55,0.35,0.75,-0.019,-0.102,0.052
 citras-fm,Chronos-Bolt,0.7,0.5,0.9,0.05,-0.018,0.112
 citras-fm,Seasonal Naive,0.9,0.75,1.0,0.344,0.211,0.473
-Moirai-2.0,Toto-2.0-2.5B,0.0,0.0,0.0,-0.218,-0.367,-0.129
-Moirai-2.0,Toto-2.0-1B,0.0,0.0,0.0,-0.217,-0.371,-0.126
-Moirai-2.0,Toto-2.0-313m,0.0,0.0,0.0,-0.204,-0.352,-0.12
-Moirai-2.0,Toto-2.0-22m,0.0,0.0,0.0,-0.149,-0.25,-0.088
-Moirai-2.0,Toto-1.0,0.05,0.0,0.15,-0.109,-0.196,-0.055
-Moirai-2.0,Chronos-2,0.0,0.0,0.0,-0.121,-0.202,-0.056
-Moirai-2.0,Toto-2.0-4m,0.0,0.0,0.0,-0.091,-0.155,-0.052
-Moirai-2.0,TiRex-2,0.15,0.0,0.3,-0.068,-0.137,-0.027
-Moirai-2.0,TimesFM-2.5,0.1,0.0,0.25,-0.078,-0.13,-0.036
-Moirai-2.0,TiRex,0.2,0.05,0.4,-0.041,-0.07,-0.015
-Moirai-2.0,FlowState,0.6,0.4,0.8,0.071,-0.062,0.201
-Moirai-2.0,citras-fm,0.45,0.25,0.65,0.019,-0.054,0.093
-Moirai-2.0,Moirai-2.0,0.5,0.5,0.5,0.0,0.0,0.0
-Moirai-2.0,TabPFN-TS-3,0.65,0.45,0.85,0.024,-0.061,0.104
-Moirai-2.0,PatchTST,0.6,0.4,0.8,0.019,-0.064,0.081
-Moirai-2.0,Chronos-Bolt,0.65,0.425,0.825,0.068,-0.002,0.135
-Moirai-2.0,Seasonal Naive,0.95,0.85,1.0,0.356,0.268,0.451
 TabPFN-TS-3,Toto-2.0-2.5B,0.05,0.0,0.15,-0.247,-0.446,-0.12
 TabPFN-TS-3,Toto-2.0-1B,0.05,0.0,0.15,-0.246,-0.466,-0.113
 TabPFN-TS-3,Toto-2.0-313m,0.05,0.0,0.15,-0.233,-0.432,-0.103
@@ -229,31 +229,31 @@ TabPFN-TS-3,Chronos-2,0.2,0.05,0.4,-0.148,-0.286,-0.055
 TabPFN-TS-3,Toto-2.0-4m,0.1,0.0,0.25,-0.117,-0.245,-0.014
 TabPFN-TS-3,TiRex-2,0.15,0.0,0.3,-0.093,-0.225,0.01
 TabPFN-TS-3,TimesFM-2.5,0.25,0.05,0.45,-0.104,-0.229,-0.025
+TabPFN-TS-3,TS-ICL,0.25,0.05,0.45,-0.1,-0.256,0.008
 TabPFN-TS-3,TiRex,0.15,0.0,0.3,-0.066,-0.176,0.03
 TabPFN-TS-3,FlowState,0.5,0.3,0.7,0.048,-0.047,0.134
 TabPFN-TS-3,citras-fm,0.45,0.25,0.65,-0.005,-0.084,0.072
-TabPFN-TS-3,Moirai-2.0,0.35,0.15,0.55,-0.024,-0.116,0.057
 TabPFN-TS-3,TabPFN-TS-3,0.5,0.5,0.5,0.0,0.0,0.0
-TabPFN-TS-3,PatchTST,0.45,0.25,0.65,-0.004,-0.118,0.077
+TabPFN-TS-3,Moirai-2.0,0.35,0.15,0.55,-0.024,-0.116,0.057
 TabPFN-TS-3,Chronos-Bolt,0.45,0.25,0.65,0.045,-0.057,0.144
 TabPFN-TS-3,Seasonal Naive,0.95,0.85,1.0,0.34,0.224,0.444
-PatchTST,Toto-2.0-2.5B,0.05,0.0,0.15,-0.242,-0.381,-0.137
-PatchTST,Toto-2.0-1B,0.05,0.0,0.15,-0.241,-0.383,-0.132
-PatchTST,Toto-2.0-313m,0.05,0.0,0.15,-0.228,-0.366,-0.118
-PatchTST,Toto-2.0-22m,0.1,0.0,0.25,-0.172,-0.283,-0.074
-PatchTST,Toto-1.0,0.1,0.0,0.25,-0.131,-0.227,-0.035
-PatchTST,Chronos-2,0.1,0.0,0.25,-0.143,-0.234,-0.07
-PatchTST,Toto-2.0-4m,0.15,0.0,0.301,-0.112,-0.197,-0.02
-PatchTST,TiRex-2,0.1,0.0,0.25,-0.089,-0.174,0.01
-PatchTST,TimesFM-2.5,0.2,0.05,0.351,-0.1,-0.166,-0.038
-PatchTST,TiRex,0.15,0.0,0.3,-0.061,-0.134,0.028
-PatchTST,FlowState,0.5,0.3,0.7,0.052,-0.059,0.185
-PatchTST,citras-fm,0.35,0.15,0.55,-0.001,-0.098,0.107
-PatchTST,Moirai-2.0,0.4,0.2,0.6,-0.02,-0.089,0.06
-PatchTST,TabPFN-TS-3,0.55,0.35,0.75,0.004,-0.084,0.105
-PatchTST,PatchTST,0.5,0.5,0.5,0.0,0.0,0.0
-PatchTST,Chronos-Bolt,0.45,0.2,0.65,0.049,-0.039,0.137
-PatchTST,Seasonal Naive,0.9,0.775,1.0,0.343,0.237,0.456
+Moirai-2.0,Toto-2.0-2.5B,0.0,0.0,0.0,-0.218,-0.367,-0.129
+Moirai-2.0,Toto-2.0-1B,0.0,0.0,0.0,-0.217,-0.371,-0.126
+Moirai-2.0,Toto-2.0-313m,0.0,0.0,0.0,-0.204,-0.352,-0.12
+Moirai-2.0,Toto-2.0-22m,0.0,0.0,0.0,-0.149,-0.25,-0.088
+Moirai-2.0,Toto-1.0,0.05,0.0,0.15,-0.109,-0.196,-0.055
+Moirai-2.0,Chronos-2,0.0,0.0,0.0,-0.121,-0.202,-0.056
+Moirai-2.0,Toto-2.0-4m,0.0,0.0,0.0,-0.091,-0.155,-0.052
+Moirai-2.0,TiRex-2,0.15,0.0,0.3,-0.068,-0.137,-0.027
+Moirai-2.0,TimesFM-2.5,0.1,0.0,0.25,-0.078,-0.13,-0.036
+Moirai-2.0,TS-ICL,0.2,0.05,0.4,-0.074,-0.147,-0.023
+Moirai-2.0,TiRex,0.2,0.05,0.4,-0.041,-0.07,-0.015
+Moirai-2.0,FlowState,0.6,0.4,0.8,0.071,-0.062,0.201
+Moirai-2.0,citras-fm,0.45,0.25,0.65,0.019,-0.054,0.093
+Moirai-2.0,TabPFN-TS-3,0.65,0.45,0.85,0.024,-0.061,0.104
+Moirai-2.0,Moirai-2.0,0.5,0.5,0.5,0.0,0.0,0.0
+Moirai-2.0,Chronos-Bolt,0.65,0.425,0.825,0.068,-0.002,0.135
+Moirai-2.0,Seasonal Naive,0.95,0.85,1.0,0.356,0.268,0.451
 Chronos-Bolt,Toto-2.0-2.5B,0.0,0.0,0.0,-0.307,-0.445,-0.194
 Chronos-Bolt,Toto-2.0-1B,0.0,0.0,0.0,-0.305,-0.452,-0.191
 Chronos-Bolt,Toto-2.0-313m,0.0,0.0,0.0,-0.291,-0.429,-0.186
@@ -263,12 +263,12 @@ Chronos-Bolt,Chronos-2,0.05,0.0,0.15,-0.202,-0.3,-0.112
 Chronos-Bolt,Toto-2.0-4m,0.0,0.0,0.0,-0.17,-0.252,-0.101
 Chronos-Bolt,TiRex-2,0.05,0.0,0.15,-0.145,-0.225,-0.077
 Chronos-Bolt,TimesFM-2.5,0.15,0.0,0.35,-0.157,-0.248,-0.073
+Chronos-Bolt,TS-ICL,0.15,0.0,0.35,-0.152,-0.253,-0.069
 Chronos-Bolt,TiRex,0.25,0.1,0.45,-0.116,-0.198,-0.039
 Chronos-Bolt,FlowState,0.5,0.3,0.7,0.003,-0.127,0.12
 Chronos-Bolt,citras-fm,0.3,0.1,0.5,-0.053,-0.126,0.017
-Chronos-Bolt,Moirai-2.0,0.35,0.175,0.575,-0.073,-0.156,0.002
 Chronos-Bolt,TabPFN-TS-3,0.55,0.35,0.75,-0.048,-0.169,0.054
-Chronos-Bolt,PatchTST,0.55,0.35,0.8,-0.052,-0.159,0.037
+Chronos-Bolt,Moirai-2.0,0.35,0.175,0.575,-0.073,-0.156,0.002
 Chronos-Bolt,Chronos-Bolt,0.5,0.5,0.5,0.0,0.0,0.0
 Chronos-Bolt,Seasonal Naive,0.85,0.7,1.0,0.309,0.185,0.434
 Seasonal Naive,Toto-2.0-2.5B,0.0,0.0,0.0,-0.891,-1.422,-0.588
@@ -280,11 +280,11 @@ Seasonal Naive,Chronos-2,0.0,0.0,0.0,-0.74,-1.148,-0.496
 Seasonal Naive,Toto-2.0-4m,0.05,0.0,0.15,-0.693,-1.065,-0.459
 Seasonal Naive,TiRex-2,0.05,0.0,0.15,-0.657,-1.043,-0.414
 Seasonal Naive,TimesFM-2.5,0.0,0.0,0.0,-0.674,-1.003,-0.466
+Seasonal Naive,TS-ICL,0.0,0.0,0.0,-0.667,-1.014,-0.459
 Seasonal Naive,TiRex,0.0,0.0,0.0,-0.615,-0.909,-0.418
 Seasonal Naive,FlowState,0.1,0.0,0.25,-0.443,-0.793,-0.172
 Seasonal Naive,citras-fm,0.1,0.0,0.25,-0.523,-0.897,-0.267
-Seasonal Naive,Moirai-2.0,0.05,0.0,0.15,-0.552,-0.822,-0.365
 Seasonal Naive,TabPFN-TS-3,0.05,0.0,0.15,-0.516,-0.797,-0.289
-Seasonal Naive,PatchTST,0.1,0.0,0.225,-0.522,-0.838,-0.31
+Seasonal Naive,Moirai-2.0,0.05,0.0,0.15,-0.552,-0.822,-0.365
 Seasonal Naive,Chronos-Bolt,0.15,0.0,0.3,-0.447,-0.766,-0.228
 Seasonal Naive,Seasonal Naive,0.5,0.5,0.5,0.0,0.0,0.0

tables/domain_cloud/pairwise_SQL.csv

@@ -8,12 +8,12 @@ Toto-2.0-2.5B,Chronos-2,0.95,0.85,1.0,0.076,0.052,0.104
 Toto-2.0-2.5B,Toto-2.0-4m,1.0,1.0,1.0,0.111,0.069,0.154
 Toto-2.0-2.5B,TiRex-2,1.0,1.0,1.0,0.131,0.084,0.178
 Toto-2.0-2.5B,TimesFM-2.5,1.0,1.0,1.0,0.123,0.081,0.177
+Toto-2.0-2.5B,TS-ICL,1.0,1.0,1.0,0.125,0.081,0.172
 Toto-2.0-2.5B,TiRex,1.0,1.0,1.0,0.148,0.088,0.214
 Toto-2.0-2.5B,TabPFN-TS-3,0.95,0.85,1.0,0.179,0.107,0.265
 Toto-2.0-2.5B,FlowState,0.9,0.75,1.0,0.244,0.135,0.358
 Toto-2.0-2.5B,Moirai-2.0,1.0,1.0,1.0,0.199,0.13,0.271
 Toto-2.0-2.5B,citras-fm,1.0,1.0,1.0,0.218,0.147,0.292
-Toto-2.0-2.5B,PatchTST,0.95,0.85,1.0,0.231,0.156,0.306
 Toto-2.0-2.5B,Chronos-Bolt,1.0,1.0,1.0,0.262,0.194,0.323
 Toto-2.0-2.5B,Seasonal Naive,1.0,1.0,1.0,0.667,0.566,0.758
 Toto-2.0-1B,Toto-2.0-2.5B,0.3,0.149,0.5,-0.0,-0.012,0.014
@@ -25,12 +25,12 @@ Toto-2.0-1B,Chronos-2,0.95,0.85,1.0,0.076,0.045,0.113
 Toto-2.0-1B,Toto-2.0-4m,1.0,1.0,1.0,0.111,0.067,0.159
 Toto-2.0-1B,TiRex-2,0.95,0.85,1.0,0.131,0.083,0.181
 Toto-2.0-1B,TimesFM-2.5,1.0,1.0,1.0,0.123,0.079,0.184
+Toto-2.0-1B,TS-ICL,1.0,1.0,1.0,0.125,0.082,0.17
 Toto-2.0-1B,TiRex,1.0,1.0,1.0,0.148,0.088,0.217
 Toto-2.0-1B,TabPFN-TS-3,0.95,0.85,1.0,0.179,0.102,0.272
 Toto-2.0-1B,FlowState,0.95,0.85,1.0,0.244,0.129,0.364
 Toto-2.0-1B,Moirai-2.0,1.0,1.0,1.0,0.199,0.129,0.277
 Toto-2.0-1B,citras-fm,1.0,1.0,1.0,0.218,0.145,0.297
-Toto-2.0-1B,PatchTST,0.95,0.85,1.0,0.231,0.149,0.311
 Toto-2.0-1B,Chronos-Bolt,1.0,1.0,1.0,0.262,0.192,0.328
 Toto-2.0-1B,Seasonal Naive,1.0,1.0,1.0,0.667,0.566,0.759
 Toto-2.0-313m,Toto-2.0-2.5B,0.2,0.05,0.4,-0.007,-0.021,0.005
@@ -42,12 +42,12 @@ Toto-2.0-313m,Chronos-2,0.95,0.85,1.0,0.069,0.038,0.106
 Toto-2.0-313m,Toto-2.0-4m,1.0,1.0,1.0,0.104,0.064,0.149
 Toto-2.0-313m,TiRex-2,0.95,0.85,1.0,0.124,0.08,0.171
 Toto-2.0-313m,TimesFM-2.5,0.95,0.85,1.0,0.117,0.072,0.179
+Toto-2.0-313m,TS-ICL,1.0,1.0,1.0,0.118,0.077,0.165
 Toto-2.0-313m,TiRex,1.0,1.0,1.0,0.142,0.084,0.212
 Toto-2.0-313m,TabPFN-TS-3,0.95,0.85,1.0,0.173,0.093,0.266
 Toto-2.0-313m,FlowState,0.95,0.85,1.0,0.238,0.125,0.356
 Toto-2.0-313m,Moirai-2.0,1.0,1.0,1.0,0.193,0.124,0.271
 Toto-2.0-313m,citras-fm,1.0,1.0,1.0,0.212,0.144,0.287
-Toto-2.0-313m,PatchTST,0.95,0.85,1.0,0.225,0.146,0.305
 Toto-2.0-313m,Chronos-Bolt,1.0,1.0,1.0,0.256,0.19,0.318
 Toto-2.0-313m,Seasonal Naive,1.0,1.0,1.0,0.664,0.561,0.758
 Toto-2.0-22m,Toto-2.0-2.5B,0.0,0.0,0.0,-0.061,-0.091,-0.036
@@ -59,12 +59,12 @@ Toto-2.0-22m,Chronos-2,0.85,0.7,1.0,0.02,-0.019,0.047
 Toto-2.0-22m,Toto-2.0-4m,1.0,1.0,1.0,0.057,0.034,0.082
 Toto-2.0-22m,TiRex-2,0.95,0.85,1.0,0.078,0.049,0.106
 Toto-2.0-22m,TimesFM-2.5,0.85,0.699,1.0,0.07,0.023,0.119
+Toto-2.0-22m,TS-ICL,0.9,0.75,1.0,0.071,0.04,0.106
 Toto-2.0-22m,TiRex,0.95,0.85,1.0,0.097,0.053,0.149
 Toto-2.0-22m,TabPFN-TS-3,0.95,0.85,1.0,0.129,0.048,0.211
 Toto-2.0-22m,FlowState,0.9,0.75,1.0,0.198,0.085,0.312
 Toto-2.0-22m,Moirai-2.0,1.0,1.0,1.0,0.15,0.094,0.211
 Toto-2.0-22m,citras-fm,1.0,1.0,1.0,0.17,0.113,0.235
-Toto-2.0-22m,PatchTST,0.95,0.85,1.0,0.184,0.101,0.256
 Toto-2.0-22m,Chronos-Bolt,1.0,1.0,1.0,0.217,0.158,0.27
 Toto-2.0-22m,Seasonal Naive,1.0,1.0,1.0,0.646,0.539,0.743
 Toto-1.0,Toto-2.0-2.5B,0.0,0.0,0.0,-0.109,-0.162,-0.064
@@ -76,12 +76,12 @@ Toto-1.0,Chronos-2,0.6,0.4,0.8,-0.024,-0.08,0.018
 Toto-1.0,Toto-2.0-4m,0.7,0.5,0.9,0.014,-0.008,0.036
 Toto-1.0,TiRex-2,0.85,0.7,1.0,0.037,0.012,0.06
 Toto-1.0,TimesFM-2.5,0.75,0.55,0.95,0.028,-0.025,0.076
+Toto-1.0,TS-ICL,0.8,0.65,0.95,0.03,0.004,0.056
 Toto-1.0,TiRex,0.8,0.6,0.95,0.056,0.022,0.104
 Toto-1.0,TabPFN-TS-3,0.95,0.85,1.0,0.09,0.005,0.175
 Toto-1.0,FlowState,0.85,0.7,1.0,0.162,0.04,0.284
 Toto-1.0,Moirai-2.0,0.95,0.85,1.0,0.112,0.064,0.169
 Toto-1.0,citras-fm,0.9,0.75,1.0,0.133,0.079,0.202
-Toto-1.0,PatchTST,0.9,0.75,1.0,0.148,0.055,0.221
 Toto-1.0,Chronos-Bolt,0.95,0.85,1.0,0.182,0.124,0.236
 Toto-1.0,Seasonal Naive,1.0,1.0,1.0,0.631,0.52,0.73
 Chronos-2,Toto-2.0-2.5B,0.05,0.0,0.15,-0.082,-0.116,-0.055
@@ -93,12 +93,12 @@ Chronos-2,Chronos-2,0.5,0.5,0.5,0.0,0.0,0.0
 Chronos-2,Toto-2.0-4m,0.6,0.35,0.8,0.038,0.001,0.085
 Chronos-2,TiRex-2,0.65,0.4,0.85,0.059,0.017,0.111
 Chronos-2,TimesFM-2.5,0.75,0.55,0.9,0.051,0.017,0.09
+Chronos-2,TS-ICL,0.75,0.55,0.9,0.052,0.01,0.104
 Chronos-2,TiRex,0.75,0.55,0.9,0.078,0.024,0.139
 Chronos-2,TabPFN-TS-3,0.85,0.7,1.0,0.111,0.053,0.183
 Chronos-2,FlowState,0.85,0.65,1.0,0.182,0.078,0.296
 Chronos-2,Moirai-2.0,1.0,1.0,1.0,0.133,0.069,0.2
 Chronos-2,citras-fm,1.0,1.0,1.0,0.153,0.085,0.229
-Chronos-2,PatchTST,0.85,0.7,1.0,0.168,0.103,0.231
 Chronos-2,Chronos-Bolt,1.0,1.0,1.0,0.201,0.134,0.261
 Chronos-2,Seasonal Naive,1.0,1.0,1.0,0.639,0.533,0.735
 Toto-2.0-4m,Toto-2.0-2.5B,0.0,0.0,0.0,-0.125,-0.182,-0.074
@@ -110,12 +110,12 @@ Toto-2.0-4m,Chronos-2,0.4,0.2,0.65,-0.039,-0.093,-0.001
 Toto-2.0-4m,Toto-2.0-4m,0.5,0.5,0.5,0.0,0.0,0.0
 Toto-2.0-4m,TiRex-2,0.8,0.6,0.95,0.022,0.009,0.035
 Toto-2.0-4m,TimesFM-2.5,0.65,0.4,0.85,0.014,-0.039,0.056
+Toto-2.0-4m,TS-ICL,0.8,0.65,0.95,0.015,-0.014,0.039
 Toto-2.0-4m,TiRex,0.75,0.55,0.9,0.042,0.015,0.077
 Toto-2.0-4m,TabPFN-TS-3,0.85,0.7,1.0,0.076,-0.009,0.147
 Toto-2.0-4m,FlowState,0.9,0.75,1.0,0.15,0.028,0.27
 Toto-2.0-4m,Moirai-2.0,1.0,1.0,1.0,0.099,0.061,0.145
 Toto-2.0-4m,citras-fm,1.0,1.0,1.0,0.12,0.076,0.181
-Toto-2.0-4m,PatchTST,0.9,0.75,1.0,0.135,0.047,0.204
 Toto-2.0-4m,Chronos-Bolt,1.0,1.0,1.0,0.17,0.12,0.218
 Toto-2.0-4m,Seasonal Naive,1.0,1.0,1.0,0.625,0.515,0.726
 TiRex-2,Toto-2.0-2.5B,0.0,0.0,0.0,-0.151,-0.216,-0.092
@@ -127,12 +127,12 @@ TiRex-2,Chronos-2,0.35,0.15,0.6,-0.063,-0.125,-0.017
 TiRex-2,Toto-2.0-4m,0.2,0.05,0.4,-0.023,-0.037,-0.009
 TiRex-2,TiRex-2,0.5,0.5,0.5,0.0,0.0,0.0
 TiRex-2,TimesFM-2.5,0.55,0.349,0.75,-0.009,-0.07,0.04
+TiRex-2,TS-ICL,0.6,0.4,0.8,-0.007,-0.046,0.022
 TiRex-2,TiRex,0.65,0.45,0.85,0.02,-0.01,0.064
 TiRex-2,TabPFN-TS-3,0.85,0.7,1.0,0.055,-0.036,0.135
 TiRex-2,FlowState,0.85,0.699,1.0,0.13,0.007,0.247
 TiRex-2,Moirai-2.0,0.9,0.75,1.0,0.078,0.043,0.128
 TiRex-2,citras-fm,1.0,1.0,1.0,0.1,0.06,0.155
-TiRex-2,PatchTST,0.95,0.85,1.0,0.115,0.021,0.184
 TiRex-2,Chronos-Bolt,0.95,0.85,1.0,0.151,0.106,0.197
 TiRex-2,Seasonal Naive,1.0,1.0,1.0,0.617,0.505,0.72
 TimesFM-2.5,Toto-2.0-2.5B,0.0,0.0,0.0,-0.141,-0.216,-0.088
@@ -144,14 +144,31 @@ TimesFM-2.5,Chronos-2,0.25,0.1,0.45,-0.054,-0.099,-0.017
 TimesFM-2.5,Toto-2.0-4m,0.35,0.15,0.6,-0.014,-0.059,0.038
 TimesFM-2.5,TiRex-2,0.45,0.25,0.651,0.009,-0.041,0.065
 TimesFM-2.5,TimesFM-2.5,0.5,0.5,0.5,0.0,0.0,0.0
+TimesFM-2.5,TS-ICL,0.4,0.2,0.6,0.001,-0.038,0.052
 TimesFM-2.5,TiRex,0.6,0.4,0.8,0.028,-0.014,0.08
 TimesFM-2.5,TabPFN-TS-3,0.75,0.55,0.95,0.063,0.005,0.129
 TimesFM-2.5,FlowState,0.85,0.7,1.0,0.138,0.034,0.263
 TimesFM-2.5,Moirai-2.0,0.9,0.75,1.0,0.086,0.038,0.143
 TimesFM-2.5,citras-fm,0.8,0.6,0.95,0.108,0.037,0.192
-TimesFM-2.5,PatchTST,0.8,0.649,0.95,0.123,0.058,0.187
 TimesFM-2.5,Chronos-Bolt,0.9,0.75,1.0,0.158,0.095,0.217
 TimesFM-2.5,Seasonal Naive,1.0,1.0,1.0,0.62,0.519,0.713
+TS-ICL,Toto-2.0-2.5B,0.0,0.0,0.0,-0.142,-0.208,-0.088
+TS-ICL,Toto-2.0-1B,0.0,0.0,0.0,-0.142,-0.205,-0.09
+TS-ICL,Toto-2.0-313m,0.0,0.0,0.0,-0.134,-0.197,-0.083
+TS-ICL,Toto-2.0-22m,0.1,0.0,0.25,-0.077,-0.118,-0.041
+TS-ICL,Toto-1.0,0.2,0.05,0.35,-0.031,-0.06,-0.004
+TS-ICL,Chronos-2,0.25,0.1,0.45,-0.055,-0.116,-0.01
+TS-ICL,Toto-2.0-4m,0.2,0.05,0.35,-0.016,-0.041,0.014
+TS-ICL,TiRex-2,0.4,0.2,0.6,0.007,-0.023,0.044
+TS-ICL,TimesFM-2.5,0.6,0.4,0.8,-0.001,-0.055,0.037
+TS-ICL,TS-ICL,0.5,0.5,0.5,0.0,0.0,0.0
+TS-ICL,TiRex,0.5,0.3,0.7,0.027,-0.001,0.067
+TS-ICL,TabPFN-TS-3,0.8,0.6,0.95,0.062,-0.031,0.15
+TS-ICL,FlowState,0.8,0.6,0.95,0.136,0.003,0.274
+TS-ICL,Moirai-2.0,0.75,0.55,0.901,0.084,0.038,0.139
+TS-ICL,citras-fm,0.95,0.85,1.0,0.106,0.045,0.192
+TS-ICL,Chronos-Bolt,0.95,0.85,1.0,0.157,0.095,0.219
+TS-ICL,Seasonal Naive,1.0,1.0,1.0,0.619,0.512,0.717
 TiRex,Toto-2.0-2.5B,0.0,0.0,0.0,-0.174,-0.273,-0.097
 TiRex,Toto-2.0-1B,0.0,0.0,0.0,-0.174,-0.277,-0.096
 TiRex,Toto-2.0-313m,0.0,0.0,0.0,-0.166,-0.27,-0.091
@@ -161,12 +178,12 @@ TiRex,Chronos-2,0.25,0.1,0.45,-0.085,-0.162,-0.025
 TiRex,Toto-2.0-4m,0.25,0.1,0.45,-0.044,-0.083,-0.015
 TiRex,TiRex-2,0.35,0.15,0.55,-0.02,-0.068,0.01
 TiRex,TimesFM-2.5,0.4,0.2,0.6,-0.029,-0.086,0.013
+TiRex,TS-ICL,0.5,0.3,0.7,-0.028,-0.072,0.001
 TiRex,TiRex,0.5,0.5,0.5,0.0,0.0,0.0
 TiRex,TabPFN-TS-3,0.8,0.6,0.95,0.036,-0.056,0.102
 TiRex,FlowState,0.7,0.5,0.9,0.112,-0.021,0.241
 TiRex,Moirai-2.0,0.85,0.7,1.0,0.059,0.03,0.09
 TiRex,citras-fm,0.9,0.75,1.0,0.081,0.025,0.153
-TiRex,PatchTST,0.8,0.6,0.95,0.097,-0.003,0.171
 TiRex,Chronos-Bolt,0.9,0.75,1.0,0.133,0.073,0.186
 TiRex,Seasonal Naive,1.0,1.0,1.0,0.609,0.499,0.709
 TabPFN-TS-3,Toto-2.0-2.5B,0.05,0.0,0.15,-0.218,-0.361,-0.12
@@ -178,12 +195,12 @@ TabPFN-TS-3,Chronos-2,0.15,0.0,0.3,-0.125,-0.223,-0.057
 TabPFN-TS-3,Toto-2.0-4m,0.15,0.0,0.3,-0.083,-0.172,0.009
 TabPFN-TS-3,TiRex-2,0.15,0.0,0.3,-0.058,-0.156,0.035
 TabPFN-TS-3,TimesFM-2.5,0.25,0.05,0.45,-0.067,-0.148,-0.006
+TabPFN-TS-3,TS-ICL,0.2,0.05,0.4,-0.066,-0.176,0.03
 TabPFN-TS-3,TiRex,0.2,0.05,0.4,-0.037,-0.113,0.053
 TabPFN-TS-3,TabPFN-TS-3,0.5,0.5,0.5,0.0,0.0,0.0
 TabPFN-TS-3,FlowState,0.5,0.3,0.7,0.08,-0.032,0.187
 TabPFN-TS-3,Moirai-2.0,0.45,0.25,0.65,0.024,-0.037,0.104
 TabPFN-TS-3,citras-fm,0.55,0.3,0.75,0.047,-0.044,0.134
-TabPFN-TS-3,PatchTST,0.7,0.5,0.9,0.064,-0.012,0.126
 TabPFN-TS-3,Chronos-Bolt,0.65,0.4,0.85,0.101,0.008,0.193
 TabPFN-TS-3,Seasonal Naive,1.0,1.0,1.0,0.594,0.486,0.694
 FlowState,Toto-2.0-2.5B,0.1,0.0,0.25,-0.323,-0.558,-0.156
@@ -195,12 +212,12 @@ FlowState,Chronos-2,0.15,0.0,0.35,-0.222,-0.421,-0.084
 FlowState,Toto-2.0-4m,0.1,0.0,0.25,-0.176,-0.37,-0.029
 FlowState,TiRex-2,0.15,0.0,0.301,-0.15,-0.328,-0.007
 FlowState,TimesFM-2.5,0.15,0.0,0.3,-0.16,-0.356,-0.035
+FlowState,TS-ICL,0.2,0.05,0.4,-0.158,-0.378,-0.003
 FlowState,TiRex,0.3,0.1,0.5,-0.127,-0.318,0.02
 FlowState,TabPFN-TS-3,0.5,0.3,0.7,-0.086,-0.23,0.031
 FlowState,FlowState,0.5,0.5,0.5,0.0,0.0,0.0
 FlowState,Moirai-2.0,0.4,0.2,0.6,-0.06,-0.225,0.076
 FlowState,citras-fm,0.4,0.2,0.6,-0.035,-0.146,0.074
-FlowState,PatchTST,0.5,0.3,0.7,-0.017,-0.152,0.083
 FlowState,Chronos-Bolt,0.55,0.35,0.75,0.023,-0.108,0.139
 FlowState,Seasonal Naive,0.95,0.85,1.0,0.559,0.424,0.672
 Moirai-2.0,Toto-2.0-2.5B,0.0,0.0,0.0,-0.248,-0.371,-0.15
@@ -212,12 +229,12 @@ Moirai-2.0,Chronos-2,0.0,0.0,0.0,-0.153,-0.249,-0.074
 Moirai-2.0,Toto-2.0-4m,0.0,0.0,0.0,-0.109,-0.169,-0.065
 Moirai-2.0,TiRex-2,0.1,0.0,0.25,-0.085,-0.146,-0.045
 Moirai-2.0,TimesFM-2.5,0.1,0.0,0.25,-0.094,-0.167,-0.039
+Moirai-2.0,TS-ICL,0.25,0.099,0.45,-0.092,-0.161,-0.04
 Moirai-2.0,TiRex,0.15,0.0,0.3,-0.063,-0.099,-0.03
 Moirai-2.0,TabPFN-TS-3,0.55,0.35,0.75,-0.025,-0.116,0.035
 Moirai-2.0,FlowState,0.6,0.4,0.8,0.057,-0.083,0.184
 Moirai-2.0,Moirai-2.0,0.5,0.5,0.5,0.0,0.0,0.0
 Moirai-2.0,citras-fm,0.55,0.35,0.75,0.024,-0.038,0.084
-Moirai-2.0,PatchTST,0.65,0.45,0.85,0.041,-0.065,0.115
 Moirai-2.0,Chronos-Bolt,0.8,0.6,0.95,0.079,0.017,0.14
 Moirai-2.0,Seasonal Naive,1.0,1.0,1.0,0.584,0.469,0.689
 citras-fm,Toto-2.0-2.5B,0.0,0.0,0.0,-0.278,-0.413,-0.173
@@ -229,31 +246,14 @@ citras-fm,Chronos-2,0.0,0.0,0.0,-0.181,-0.297,-0.092
 citras-fm,Toto-2.0-4m,0.0,0.0,0.0,-0.136,-0.221,-0.082
 citras-fm,TiRex-2,0.0,0.0,0.0,-0.111,-0.184,-0.064
 citras-fm,TimesFM-2.5,0.2,0.05,0.4,-0.121,-0.237,-0.038
+citras-fm,TS-ICL,0.05,0.0,0.15,-0.119,-0.238,-0.047
 citras-fm,TiRex,0.1,0.0,0.25,-0.089,-0.181,-0.026
 citras-fm,TabPFN-TS-3,0.45,0.25,0.7,-0.05,-0.155,0.042
 citras-fm,FlowState,0.6,0.4,0.8,0.034,-0.08,0.127
 citras-fm,Moirai-2.0,0.45,0.25,0.65,-0.024,-0.091,0.037
 citras-fm,citras-fm,0.5,0.5,0.5,0.0,0.0,0.0
-citras-fm,PatchTST,0.65,0.45,0.85,0.017,-0.092,0.094
 citras-fm,Chronos-Bolt,0.85,0.7,1.0,0.056,-0.001,0.111
 citras-fm,Seasonal Naive,0.95,0.85,1.0,0.574,0.432,0.693
-PatchTST,Toto-2.0-2.5B,0.05,0.0,0.15,-0.301,-0.442,-0.186
-PatchTST,Toto-2.0-1B,0.05,0.0,0.15,-0.3,-0.452,-0.175
-PatchTST,Toto-2.0-313m,0.05,0.0,0.15,-0.291,-0.438,-0.17
-PatchTST,Toto-2.0-22m,0.05,0.0,0.15,-0.226,-0.344,-0.113
-PatchTST,Toto-1.0,0.1,0.0,0.25,-0.173,-0.284,-0.058
-PatchTST,Chronos-2,0.15,0.0,0.3,-0.202,-0.3,-0.115
-PatchTST,Toto-2.0-4m,0.1,0.0,0.25,-0.156,-0.256,-0.049
-PatchTST,TiRex-2,0.05,0.0,0.15,-0.13,-0.226,-0.022
-PatchTST,TimesFM-2.5,0.2,0.05,0.351,-0.14,-0.23,-0.061
-PatchTST,TiRex,0.2,0.05,0.4,-0.108,-0.207,0.003
-PatchTST,TabPFN-TS-3,0.3,0.1,0.5,-0.068,-0.144,0.012
-PatchTST,FlowState,0.5,0.3,0.7,0.017,-0.09,0.132
-PatchTST,Moirai-2.0,0.35,0.15,0.55,-0.042,-0.129,0.061
-PatchTST,citras-fm,0.35,0.15,0.55,-0.018,-0.103,0.084
-PatchTST,PatchTST,0.5,0.5,0.5,0.0,0.0,0.0
-PatchTST,Chronos-Bolt,0.4,0.2,0.6,0.04,-0.034,0.126
-PatchTST,Seasonal Naive,0.9,0.75,1.0,0.567,0.435,0.68
 Chronos-Bolt,Toto-2.0-2.5B,0.0,0.0,0.0,-0.355,-0.477,-0.24
 Chronos-Bolt,Toto-2.0-1B,0.0,0.0,0.0,-0.354,-0.487,-0.237
 Chronos-Bolt,Toto-2.0-313m,0.0,0.0,0.0,-0.345,-0.466,-0.235
@@ -263,12 +263,12 @@ Chronos-Bolt,Chronos-2,0.0,0.0,0.0,-0.251,-0.352,-0.155
 Chronos-Bolt,Toto-2.0-4m,0.0,0.0,0.0,-0.204,-0.279,-0.137
 Chronos-Bolt,TiRex-2,0.05,0.0,0.15,-0.177,-0.246,-0.119
 Chronos-Bolt,TimesFM-2.5,0.1,0.0,0.25,-0.187,-0.277,-0.105
+Chronos-Bolt,TS-ICL,0.05,0.0,0.15,-0.186,-0.28,-0.105
 Chronos-Bolt,TiRex,0.1,0.0,0.25,-0.154,-0.229,-0.079
 Chronos-Bolt,TabPFN-TS-3,0.35,0.15,0.6,-0.112,-0.239,-0.008
 Chronos-Bolt,FlowState,0.45,0.25,0.65,-0.024,-0.161,0.097
 Chronos-Bolt,Moirai-2.0,0.2,0.05,0.4,-0.086,-0.162,-0.017
 Chronos-Bolt,citras-fm,0.15,0.0,0.3,-0.06,-0.125,0.001
-Chronos-Bolt,PatchTST,0.6,0.4,0.8,-0.042,-0.144,0.033
 Chronos-Bolt,Chronos-Bolt,0.5,0.5,0.5,0.0,0.0,0.0
 Chronos-Bolt,Seasonal Naive,0.9,0.75,1.0,0.549,0.413,0.67
 Seasonal Naive,Toto-2.0-2.5B,0.0,0.0,0.0,-2.001,-3.137,-1.304
@@ -280,11 +280,11 @@ Seasonal Naive,Chronos-2,0.0,0.0,0.0,-1.772,-2.77,-1.139
 Seasonal Naive,Toto-2.0-4m,0.0,0.0,0.0,-1.668,-2.646,-1.063
 Seasonal Naive,TiRex-2,0.0,0.0,0.0,-1.608,-2.568,-1.019
 Seasonal Naive,TimesFM-2.5,0.0,0.0,0.0,-1.631,-2.486,-1.077
+Seasonal Naive,TS-ICL,0.0,0.0,0.0,-1.627,-2.533,-1.049
 Seasonal Naive,TiRex,0.0,0.0,0.0,-1.556,-2.437,-0.997
 Seasonal Naive,TabPFN-TS-3,0.0,0.0,0.0,-1.464,-2.271,-0.947
 Seasonal Naive,FlowState,0.05,0.0,0.15,-1.268,-2.052,-0.736
 Seasonal Naive,Moirai-2.0,0.0,0.0,0.0,-1.405,-2.214,-0.883
 Seasonal Naive,citras-fm,0.05,0.0,0.15,-1.348,-2.261,-0.762
-Seasonal Naive,PatchTST,0.1,0.0,0.25,-1.307,-2.121,-0.769
 Seasonal Naive,Chronos-Bolt,0.1,0.0,0.25,-1.215,-2.027,-0.704
 Seasonal Naive,Seasonal Naive,0.5,0.5,0.5,0.0,0.0,0.0

tables/domain_cloud/pairwise_WAPE.csv

@@ -9,11 +9,11 @@ Toto-2.0-2.5B,Toto-2.0-4m,1.0,1.0,1.0,0.125,0.066,0.193
 Toto-2.0-2.5B,TiRex-2,1.0,1.0,1.0,0.134,0.073,0.209
 Toto-2.0-2.5B,TimesFM-2.5,0.95,0.85,1.0,0.139,0.086,0.203
 Toto-2.0-2.5B,TiRex,1.0,1.0,1.0,0.166,0.087,0.257
+Toto-2.0-2.5B,TS-ICL,1.0,1.0,1.0,0.144,0.086,0.219
 Toto-2.0-2.5B,FlowState,0.95,0.85,1.0,0.168,0.079,0.256
 Toto-2.0-2.5B,TabPFN-TS-3,0.95,0.85,1.0,0.139,0.049,0.245
-Toto-2.0-2.5B,TabPFN-TS,1.0,1.0,1.0,0.198,0.141,0.267
-Toto-2.0-2.5B,citras-fm,1.0,1.0,1.0,0.181,0.116,0.253
 Toto-2.0-2.5B,Moirai-2.0,1.0,1.0,1.0,0.191,0.114,0.276
+Toto-2.0-2.5B,citras-fm,1.0,1.0,1.0,0.181,0.116,0.253
 Toto-2.0-2.5B,Chronos-Bolt,1.0,1.0,1.0,0.23,0.156,0.302
 Toto-2.0-2.5B,Seasonal Naive,1.0,1.0,1.0,0.537,0.421,0.654
 Toto-2.0-1B,Toto-2.0-2.5B,0.35,0.15,0.6,-0.013,-0.034,0.0
@@ -26,11 +26,11 @@ Toto-2.0-1B,Toto-2.0-4m,1.0,1.0,1.0,0.113,0.062,0.171
 Toto-2.0-1B,TiRex-2,1.0,1.0,1.0,0.122,0.069,0.184
 Toto-2.0-1B,TimesFM-2.5,1.0,1.0,1.0,0.127,0.081,0.191
 Toto-2.0-1B,TiRex,1.0,1.0,1.0,0.155,0.082,0.239
+Toto-2.0-1B,TS-ICL,1.0,1.0,1.0,0.133,0.082,0.193
 Toto-2.0-1B,FlowState,0.95,0.85,1.0,0.157,0.056,0.251
 Toto-2.0-1B,TabPFN-TS-3,0.95,0.85,1.0,0.128,0.019,0.239
-Toto-2.0-1B,TabPFN-TS,1.0,1.0,1.0,0.187,0.136,0.254
-Toto-2.0-1B,citras-fm,1.0,1.0,1.0,0.17,0.112,0.232
 Toto-2.0-1B,Moirai-2.0,1.0,1.0,1.0,0.18,0.109,0.265
+Toto-2.0-1B,citras-fm,1.0,1.0,1.0,0.17,0.112,0.232
 Toto-2.0-1B,Chronos-Bolt,1.0,1.0,1.0,0.22,0.152,0.285
 Toto-2.0-1B,Seasonal Naive,1.0,1.0,1.0,0.531,0.419,0.647
 Toto-2.0-313m,Toto-2.0-2.5B,0.15,0.0,0.35,-0.022,-0.054,-0.003
@@ -43,11 +43,11 @@ Toto-2.0-313m,Toto-2.0-4m,1.0,1.0,1.0,0.106,0.06,0.159
 Toto-2.0-313m,TiRex-2,1.0,1.0,1.0,0.115,0.068,0.169
 Toto-2.0-313m,TimesFM-2.5,1.0,1.0,1.0,0.12,0.076,0.18
 Toto-2.0-313m,TiRex,1.0,1.0,1.0,0.147,0.08,0.229
+Toto-2.0-313m,TS-ICL,1.0,1.0,1.0,0.125,0.079,0.176
 Toto-2.0-313m,FlowState,0.95,0.85,1.0,0.149,0.038,0.248
 Toto-2.0-313m,TabPFN-TS-3,0.95,0.85,1.0,0.121,-0.004,0.231
-Toto-2.0-313m,TabPFN-TS,1.0,1.0,1.0,0.18,0.131,0.245
-Toto-2.0-313m,citras-fm,1.0,1.0,1.0,0.163,0.112,0.218
 Toto-2.0-313m,Moirai-2.0,1.0,1.0,1.0,0.173,0.108,0.251
+Toto-2.0-313m,citras-fm,1.0,1.0,1.0,0.163,0.112,0.218
 Toto-2.0-313m,Chronos-Bolt,1.0,1.0,1.0,0.213,0.151,0.275
 Toto-2.0-313m,Seasonal Naive,1.0,1.0,1.0,0.527,0.414,0.642
 Toto-2.0-22m,Toto-2.0-2.5B,0.0,0.0,0.0,-0.076,-0.142,-0.03
@@ -60,11 +60,11 @@ Toto-2.0-22m,Toto-2.0-4m,1.0,1.0,1.0,0.058,0.034,0.085
 Toto-2.0-22m,TiRex-2,0.95,0.85,1.0,0.068,0.042,0.099
 Toto-2.0-22m,TimesFM-2.5,0.9,0.75,1.0,0.073,0.036,0.118
 Toto-2.0-22m,TiRex,0.95,0.85,1.0,0.102,0.053,0.16
+Toto-2.0-22m,TS-ICL,0.95,0.85,1.0,0.079,0.05,0.11
 Toto-2.0-22m,FlowState,0.95,0.85,1.0,0.104,-0.035,0.209
 Toto-2.0-22m,TabPFN-TS-3,0.95,0.85,1.0,0.074,-0.075,0.178
-Toto-2.0-22m,TabPFN-TS,0.9,0.75,1.0,0.137,0.098,0.186
-Toto-2.0-22m,citras-fm,1.0,1.0,1.0,0.119,0.087,0.154
 Toto-2.0-22m,Moirai-2.0,1.0,1.0,1.0,0.129,0.081,0.192
+Toto-2.0-22m,citras-fm,1.0,1.0,1.0,0.119,0.087,0.154
 Toto-2.0-22m,Chronos-Bolt,1.0,1.0,1.0,0.171,0.122,0.223
 Toto-2.0-22m,Seasonal Naive,1.0,1.0,1.0,0.502,0.392,0.613
 Chronos-2,Toto-2.0-2.5B,0.1,0.0,0.25,-0.068,-0.124,-0.023
@@ -77,11 +77,11 @@ Chronos-2,Toto-2.0-4m,0.6,0.35,0.8,0.066,0.005,0.155
 Chronos-2,TiRex-2,0.85,0.65,1.0,0.075,0.013,0.169
 Chronos-2,TimesFM-2.5,0.75,0.55,0.9,0.08,0.03,0.14
 Chronos-2,TiRex,0.8,0.6,0.95,0.109,0.032,0.209
+Chronos-2,TS-ICL,0.9,0.75,1.0,0.086,0.029,0.175
 Chronos-2,FlowState,0.8,0.6,0.95,0.111,0.049,0.183
 Chronos-2,TabPFN-TS-3,0.85,0.65,1.0,0.081,0.019,0.155
-Chronos-2,TabPFN-TS,0.95,0.85,1.0,0.143,0.087,0.216
-Chronos-2,citras-fm,1.0,1.0,1.0,0.126,0.064,0.212
 Chronos-2,Moirai-2.0,1.0,1.0,1.0,0.136,0.059,0.226
+Chronos-2,citras-fm,1.0,1.0,1.0,0.126,0.064,0.212
 Chronos-2,Chronos-Bolt,1.0,1.0,1.0,0.178,0.103,0.259
 Chronos-2,Seasonal Naive,1.0,1.0,1.0,0.506,0.388,0.617
 Toto-1.0,Toto-2.0-2.5B,0.0,0.0,0.0,-0.143,-0.27,-0.056
@@ -94,11 +94,11 @@ Toto-1.0,Toto-2.0-4m,0.75,0.55,0.95,-0.0,-0.046,0.03
 Toto-1.0,TiRex-2,0.8,0.65,0.95,0.01,-0.05,0.046
 Toto-1.0,TimesFM-2.5,0.8,0.6,0.95,0.016,-0.049,0.069
 Toto-1.0,TiRex,0.75,0.55,0.9,0.046,-0.002,0.1
+Toto-1.0,TS-ICL,0.8,0.65,0.95,0.022,-0.02,0.054
 Toto-1.0,FlowState,0.8,0.6,0.95,0.049,-0.12,0.172
 Toto-1.0,TabPFN-TS-3,0.85,0.699,1.0,0.016,-0.189,0.136
-Toto-1.0,TabPFN-TS,0.85,0.699,1.0,0.083,0.012,0.143
-Toto-1.0,citras-fm,0.9,0.75,1.0,0.064,0.008,0.105
 Toto-1.0,Moirai-2.0,0.9,0.75,1.0,0.075,0.014,0.139
+Toto-1.0,citras-fm,0.9,0.75,1.0,0.064,0.008,0.105
 Toto-1.0,Chronos-Bolt,0.95,0.85,1.0,0.12,0.051,0.182
 Toto-1.0,Seasonal Naive,1.0,1.0,1.0,0.471,0.37,0.58
 Toto-2.0-4m,Toto-2.0-2.5B,0.0,0.0,0.0,-0.143,-0.239,-0.07
@@ -111,11 +111,11 @@ Toto-2.0-4m,Toto-2.0-4m,0.5,0.5,0.5,0.0,0.0,0.0
 Toto-2.0-4m,TiRex-2,0.75,0.55,0.9,0.01,-0.012,0.033
 Toto-2.0-4m,TimesFM-2.5,0.7,0.5,0.9,0.016,-0.025,0.049
 Toto-2.0-4m,TiRex,0.75,0.55,0.9,0.047,0.016,0.086
+Toto-2.0-4m,TS-ICL,0.75,0.55,0.9,0.022,0.0,0.042
 Toto-2.0-4m,FlowState,0.8,0.6,0.95,0.049,-0.109,0.156
 Toto-2.0-4m,TabPFN-TS-3,0.75,0.55,0.95,0.017,-0.155,0.119
-Toto-2.0-4m,TabPFN-TS,0.7,0.5,0.9,0.083,0.042,0.126
-Toto-2.0-4m,citras-fm,0.9,0.75,1.0,0.064,0.043,0.086
 Toto-2.0-4m,Moirai-2.0,0.9,0.75,1.0,0.075,0.041,0.122
+Toto-2.0-4m,citras-fm,0.9,0.75,1.0,0.064,0.043,0.086
 Toto-2.0-4m,Chronos-Bolt,1.0,1.0,1.0,0.12,0.077,0.168
 Toto-2.0-4m,Seasonal Naive,1.0,1.0,1.0,0.471,0.364,0.579
 TiRex-2,Toto-2.0-2.5B,0.0,0.0,0.0,-0.155,-0.264,-0.079
@@ -128,11 +128,11 @@ TiRex-2,Toto-2.0-4m,0.25,0.1,0.45,-0.01,-0.034,0.012
 TiRex-2,TiRex-2,0.5,0.5,0.5,0.0,0.0,0.0
 TiRex-2,TimesFM-2.5,0.65,0.45,0.85,0.006,-0.055,0.053
 TiRex-2,TiRex,0.65,0.45,0.85,0.037,0.003,0.082
+TiRex-2,TS-ICL,0.7,0.5,0.9,0.012,-0.013,0.038
 TiRex-2,FlowState,0.75,0.55,0.95,0.039,-0.135,0.155
 TiRex-2,TabPFN-TS-3,0.8,0.65,0.95,0.006,-0.176,0.12
-TiRex-2,TabPFN-TS,0.8,0.6,0.95,0.074,0.027,0.122
-TiRex-2,citras-fm,0.95,0.85,1.0,0.055,0.037,0.074
 TiRex-2,Moirai-2.0,0.8,0.6,0.95,0.066,0.026,0.12
+TiRex-2,citras-fm,0.95,0.85,1.0,0.055,0.037,0.074
 TiRex-2,Chronos-Bolt,0.95,0.85,1.0,0.111,0.066,0.165
 TiRex-2,Seasonal Naive,1.0,1.0,1.0,0.466,0.355,0.579
 TimesFM-2.5,Toto-2.0-2.5B,0.05,0.0,0.15,-0.161,-0.255,-0.094
@@ -145,11 +145,11 @@ TimesFM-2.5,Toto-2.0-4m,0.3,0.1,0.5,-0.016,-0.052,0.025
 TimesFM-2.5,TiRex-2,0.35,0.15,0.55,-0.006,-0.056,0.052
 TimesFM-2.5,TimesFM-2.5,0.5,0.5,0.5,0.0,0.0,0.0
 TimesFM-2.5,TiRex,0.6,0.4,0.8,0.031,-0.009,0.083
+TimesFM-2.5,TS-ICL,0.6,0.4,0.8,0.006,-0.033,0.051
 TimesFM-2.5,FlowState,0.8,0.6,0.95,0.033,-0.09,0.123
 TimesFM-2.5,TabPFN-TS-3,0.7,0.5,0.9,0.001,-0.121,0.081
-TimesFM-2.5,TabPFN-TS,0.75,0.55,0.95,0.068,0.034,0.105
-TimesFM-2.5,citras-fm,0.7,0.5,0.9,0.049,0.011,0.098
 TimesFM-2.5,Moirai-2.0,0.85,0.65,1.0,0.06,0.024,0.101
+TimesFM-2.5,citras-fm,0.7,0.5,0.9,0.049,0.011,0.098
 TimesFM-2.5,Chronos-Bolt,0.9,0.75,1.0,0.106,0.065,0.148
 TimesFM-2.5,Seasonal Naive,1.0,1.0,1.0,0.462,0.364,0.568
 TiRex,Toto-2.0-2.5B,0.0,0.0,0.0,-0.199,-0.346,-0.095
@@ -162,13 +162,30 @@ TiRex,Toto-2.0-4m,0.25,0.1,0.45,-0.049,-0.094,-0.016
 TiRex,TiRex-2,0.35,0.15,0.55,-0.038,-0.09,-0.003
 TiRex,TimesFM-2.5,0.4,0.2,0.6,-0.032,-0.091,0.009
 TiRex,TiRex,0.5,0.5,0.5,0.0,0.0,0.0
+TiRex,TS-ICL,0.55,0.35,0.75,-0.026,-0.071,0.004
 TiRex,FlowState,0.6,0.4,0.8,0.002,-0.176,0.116
 TiRex,TabPFN-TS-3,0.75,0.55,0.901,-0.031,-0.219,0.065
-TiRex,TabPFN-TS,0.7,0.5,0.9,0.038,-0.012,0.083
-TiRex,citras-fm,0.85,0.65,1.0,0.019,-0.018,0.044
 TiRex,Moirai-2.0,0.75,0.55,0.9,0.03,0.004,0.056
+TiRex,citras-fm,0.85,0.65,1.0,0.019,-0.018,0.044
 TiRex,Chronos-Bolt,0.85,0.65,1.0,0.077,0.03,0.124
 TiRex,Seasonal Naive,1.0,1.0,1.0,0.445,0.35,0.545
+TS-ICL,Toto-2.0-2.5B,0.0,0.0,0.0,-0.168,-0.28,-0.094
+TS-ICL,Toto-2.0-1B,0.0,0.0,0.0,-0.153,-0.239,-0.09
+TS-ICL,Toto-2.0-313m,0.0,0.0,0.0,-0.143,-0.213,-0.086
+TS-ICL,Toto-2.0-22m,0.05,0.0,0.15,-0.086,-0.124,-0.053
+TS-ICL,Chronos-2,0.1,0.0,0.25,-0.094,-0.212,-0.03
+TS-ICL,Toto-1.0,0.2,0.05,0.35,-0.022,-0.057,0.02
+TS-ICL,Toto-2.0-4m,0.25,0.1,0.45,-0.022,-0.044,-0.0
+TS-ICL,TiRex-2,0.3,0.1,0.5,-0.012,-0.04,0.013
+TS-ICL,TimesFM-2.5,0.4,0.2,0.6,-0.006,-0.054,0.032
+TS-ICL,TiRex,0.45,0.25,0.65,0.025,-0.004,0.066
+TS-ICL,TS-ICL,0.5,0.5,0.5,0.0,0.0,0.0
+TS-ICL,FlowState,0.6,0.4,0.8,0.028,-0.133,0.132
+TS-ICL,TabPFN-TS-3,0.75,0.55,0.95,-0.005,-0.182,0.104
+TS-ICL,Moirai-2.0,0.75,0.55,0.9,0.055,0.019,0.107
+TS-ICL,citras-fm,0.9,0.75,1.0,0.044,0.021,0.068
+TS-ICL,Chronos-Bolt,0.9,0.75,1.0,0.1,0.058,0.146
+TS-ICL,Seasonal Naive,1.0,1.0,1.0,0.459,0.355,0.568
 FlowState,Toto-2.0-2.5B,0.05,0.0,0.15,-0.201,-0.344,-0.085
 FlowState,Toto-2.0-1B,0.05,0.0,0.15,-0.186,-0.335,-0.059
 FlowState,Toto-2.0-313m,0.05,0.0,0.15,-0.175,-0.33,-0.04
@@ -179,11 +196,11 @@ FlowState,Toto-2.0-4m,0.2,0.05,0.4,-0.051,-0.185,0.099
 FlowState,TiRex-2,0.25,0.05,0.45,-0.04,-0.183,0.119
 FlowState,TimesFM-2.5,0.2,0.05,0.4,-0.035,-0.141,0.083
 FlowState,TiRex,0.4,0.2,0.6,-0.002,-0.131,0.149
+FlowState,TS-ICL,0.4,0.2,0.6,-0.028,-0.152,0.117
 FlowState,FlowState,0.5,0.5,0.5,0.0,0.0,0.0
 FlowState,TabPFN-TS-3,0.5,0.3,0.7,-0.034,-0.124,0.05
-FlowState,TabPFN-TS,0.55,0.35,0.75,0.036,-0.086,0.162
-FlowState,citras-fm,0.4,0.2,0.6,0.016,-0.107,0.162
 FlowState,Moirai-2.0,0.55,0.35,0.75,0.028,-0.093,0.164
+FlowState,citras-fm,0.4,0.2,0.6,0.016,-0.107,0.162
 FlowState,Chronos-Bolt,0.7,0.5,0.851,0.075,-0.004,0.187
 FlowState,Seasonal Naive,1.0,1.0,1.0,0.444,0.326,0.558
 TabPFN-TS-3,Toto-2.0-2.5B,0.05,0.0,0.15,-0.162,-0.325,-0.051
@@ -196,47 +213,13 @@ TabPFN-TS-3,Toto-2.0-4m,0.25,0.05,0.45,-0.017,-0.135,0.134
 TabPFN-TS-3,TiRex-2,0.2,0.05,0.35,-0.006,-0.137,0.15
 TabPFN-TS-3,TimesFM-2.5,0.3,0.1,0.5,-0.001,-0.088,0.108
 TabPFN-TS-3,TiRex,0.25,0.099,0.45,0.03,-0.07,0.179
+TabPFN-TS-3,TS-ICL,0.25,0.05,0.45,0.005,-0.116,0.154
 TabPFN-TS-3,FlowState,0.5,0.3,0.7,0.033,-0.052,0.11
 TabPFN-TS-3,TabPFN-TS-3,0.5,0.5,0.5,0.0,0.0,0.0
-TabPFN-TS-3,TabPFN-TS,0.65,0.45,0.85,0.068,-0.013,0.181
-TabPFN-TS-3,citras-fm,0.6,0.399,0.8,0.049,-0.067,0.19
 TabPFN-TS-3,Moirai-2.0,0.5,0.3,0.7,0.06,-0.026,0.187
+TabPFN-TS-3,citras-fm,0.6,0.399,0.8,0.049,-0.067,0.19
 TabPFN-TS-3,Chronos-Bolt,0.6,0.4,0.8,0.105,-0.001,0.226
 TabPFN-TS-3,Seasonal Naive,1.0,1.0,1.0,0.462,0.342,0.578
-TabPFN-TS,Toto-2.0-2.5B,0.0,0.0,0.0,-0.246,-0.363,-0.164
-TabPFN-TS,Toto-2.0-1B,0.0,0.0,0.0,-0.23,-0.341,-0.157
-TabPFN-TS,Toto-2.0-313m,0.0,0.0,0.0,-0.22,-0.324,-0.151
-TabPFN-TS,Toto-2.0-22m,0.1,0.0,0.25,-0.158,-0.228,-0.109
-TabPFN-TS,Chronos-2,0.05,0.0,0.15,-0.167,-0.275,-0.095
-TabPFN-TS,Toto-1.0,0.15,0.0,0.301,-0.091,-0.166,-0.012
-TabPFN-TS,Toto-2.0-4m,0.3,0.1,0.5,-0.091,-0.145,-0.043
-TabPFN-TS,TiRex-2,0.2,0.05,0.4,-0.08,-0.139,-0.028
-TabPFN-TS,TimesFM-2.5,0.25,0.05,0.45,-0.073,-0.118,-0.035
-TabPFN-TS,TiRex,0.3,0.1,0.5,-0.04,-0.091,0.012
-TabPFN-TS,FlowState,0.45,0.25,0.65,-0.038,-0.193,0.079
-TabPFN-TS,TabPFN-TS-3,0.35,0.15,0.55,-0.073,-0.221,0.013
-TabPFN-TS,TabPFN-TS,0.5,0.5,0.5,0.0,0.0,0.0
-TabPFN-TS,citras-fm,0.45,0.249,0.65,-0.02,-0.075,0.029
-TabPFN-TS,Moirai-2.0,0.45,0.2,0.65,-0.009,-0.056,0.034
-TabPFN-TS,Chronos-Bolt,0.55,0.35,0.75,0.04,-0.028,0.105
-TabPFN-TS,Seasonal Naive,1.0,1.0,1.0,0.423,0.304,0.541
-citras-fm,Toto-2.0-2.5B,0.0,0.0,0.0,-0.221,-0.338,-0.132
-citras-fm,Toto-2.0-1B,0.0,0.0,0.0,-0.205,-0.303,-0.127
-citras-fm,Toto-2.0-313m,0.0,0.0,0.0,-0.195,-0.278,-0.126
-citras-fm,Toto-2.0-22m,0.0,0.0,0.0,-0.135,-0.182,-0.095
-citras-fm,Chronos-2,0.0,0.0,0.0,-0.144,-0.27,-0.068
-citras-fm,Toto-1.0,0.1,0.0,0.25,-0.069,-0.118,-0.008
-citras-fm,Toto-2.0-4m,0.1,0.0,0.25,-0.069,-0.095,-0.045
-citras-fm,TiRex-2,0.05,0.0,0.15,-0.058,-0.08,-0.039
-citras-fm,TimesFM-2.5,0.3,0.1,0.5,-0.052,-0.109,-0.011
-citras-fm,TiRex,0.15,0.0,0.35,-0.019,-0.046,0.018
-citras-fm,FlowState,0.6,0.4,0.8,-0.017,-0.193,0.097
-citras-fm,TabPFN-TS-3,0.4,0.2,0.601,-0.051,-0.235,0.063
-citras-fm,TabPFN-TS,0.55,0.35,0.751,0.02,-0.03,0.07
-citras-fm,citras-fm,0.5,0.5,0.5,0.0,0.0,0.0
-citras-fm,Moirai-2.0,0.55,0.35,0.75,0.012,-0.026,0.059
-citras-fm,Chronos-Bolt,0.75,0.55,0.95,0.059,0.024,0.105
-citras-fm,Seasonal Naive,1.0,1.0,1.0,0.435,0.322,0.551
 Moirai-2.0,Toto-2.0-2.5B,0.0,0.0,0.0,-0.236,-0.382,-0.129
 Moirai-2.0,Toto-2.0-1B,0.0,0.0,0.0,-0.22,-0.36,-0.122
 Moirai-2.0,Toto-2.0-313m,0.0,0.0,0.0,-0.209,-0.335,-0.121
@@ -247,13 +230,30 @@ Moirai-2.0,Toto-2.0-4m,0.1,0.0,0.25,-0.081,-0.139,-0.043
 Moirai-2.0,TiRex-2,0.2,0.05,0.4,-0.07,-0.136,-0.027
 Moirai-2.0,TimesFM-2.5,0.15,0.0,0.35,-0.064,-0.112,-0.025
 Moirai-2.0,TiRex,0.25,0.1,0.45,-0.031,-0.06,-0.004
+Moirai-2.0,TS-ICL,0.25,0.1,0.45,-0.058,-0.12,-0.02
 Moirai-2.0,FlowState,0.45,0.25,0.65,-0.029,-0.197,0.085
 Moirai-2.0,TabPFN-TS-3,0.5,0.3,0.7,-0.064,-0.23,0.026
-Moirai-2.0,TabPFN-TS,0.55,0.35,0.8,0.008,-0.035,0.053
-Moirai-2.0,citras-fm,0.45,0.25,0.65,-0.012,-0.063,0.025
 Moirai-2.0,Moirai-2.0,0.5,0.5,0.5,0.0,0.0,0.0
+Moirai-2.0,citras-fm,0.45,0.25,0.65,-0.012,-0.063,0.025
 Moirai-2.0,Chronos-Bolt,0.75,0.55,0.9,0.048,0.003,0.096
 Moirai-2.0,Seasonal Naive,1.0,1.0,1.0,0.428,0.333,0.532
+citras-fm,Toto-2.0-2.5B,0.0,0.0,0.0,-0.221,-0.338,-0.132
+citras-fm,Toto-2.0-1B,0.0,0.0,0.0,-0.205,-0.303,-0.127
+citras-fm,Toto-2.0-313m,0.0,0.0,0.0,-0.195,-0.278,-0.126
+citras-fm,Toto-2.0-22m,0.0,0.0,0.0,-0.135,-0.182,-0.095
+citras-fm,Chronos-2,0.0,0.0,0.0,-0.144,-0.27,-0.068
+citras-fm,Toto-1.0,0.1,0.0,0.25,-0.069,-0.118,-0.008
+citras-fm,Toto-2.0-4m,0.1,0.0,0.25,-0.069,-0.095,-0.045
+citras-fm,TiRex-2,0.05,0.0,0.15,-0.058,-0.08,-0.039
+citras-fm,TimesFM-2.5,0.3,0.1,0.5,-0.052,-0.109,-0.011
+citras-fm,TiRex,0.15,0.0,0.35,-0.019,-0.046,0.018
+citras-fm,TS-ICL,0.1,0.0,0.25,-0.046,-0.074,-0.021
+citras-fm,FlowState,0.6,0.4,0.8,-0.017,-0.193,0.097
+citras-fm,TabPFN-TS-3,0.4,0.2,0.601,-0.051,-0.235,0.063
+citras-fm,Moirai-2.0,0.55,0.35,0.75,0.012,-0.026,0.059
+citras-fm,citras-fm,0.5,0.5,0.5,0.0,0.0,0.0
+citras-fm,Chronos-Bolt,0.75,0.55,0.95,0.059,0.024,0.105
+citras-fm,Seasonal Naive,1.0,1.0,1.0,0.435,0.322,0.551
 Chronos-Bolt,Toto-2.0-2.5B,0.0,0.0,0.0,-0.298,-0.433,-0.184
 Chronos-Bolt,Toto-2.0-1B,0.0,0.0,0.0,-0.281,-0.399,-0.179
 Chronos-Bolt,Toto-2.0-313m,0.0,0.0,0.0,-0.271,-0.38,-0.178
@@ -264,11 +264,11 @@ Chronos-Bolt,Toto-2.0-4m,0.0,0.0,0.0,-0.136,-0.201,-0.083
 Chronos-Bolt,TiRex-2,0.05,0.0,0.15,-0.125,-0.197,-0.071
 Chronos-Bolt,TimesFM-2.5,0.1,0.0,0.25,-0.118,-0.174,-0.069
 Chronos-Bolt,TiRex,0.15,0.0,0.35,-0.083,-0.141,-0.031
+Chronos-Bolt,TS-ICL,0.1,0.0,0.25,-0.112,-0.171,-0.062
 Chronos-Bolt,FlowState,0.3,0.149,0.5,-0.081,-0.231,0.004
 Chronos-Bolt,TabPFN-TS-3,0.4,0.2,0.6,-0.117,-0.293,0.001
-Chronos-Bolt,TabPFN-TS,0.45,0.25,0.65,-0.042,-0.117,0.028
-Chronos-Bolt,citras-fm,0.25,0.05,0.45,-0.063,-0.117,-0.024
 Chronos-Bolt,Moirai-2.0,0.25,0.1,0.45,-0.051,-0.106,-0.003
+Chronos-Bolt,citras-fm,0.25,0.05,0.45,-0.063,-0.117,-0.024
 Chronos-Bolt,Chronos-Bolt,0.5,0.5,0.5,0.0,0.0,0.0
 Chronos-Bolt,Seasonal Naive,1.0,1.0,1.0,0.399,0.295,0.512
 Seasonal Naive,Toto-2.0-2.5B,0.0,0.0,0.0,-1.16,-1.888,-0.726
@@ -281,10 +281,10 @@ Seasonal Naive,Toto-2.0-4m,0.0,0.0,0.0,-0.89,-1.375,-0.572
 Seasonal Naive,TiRex-2,0.0,0.0,0.0,-0.871,-1.377,-0.55
 Seasonal Naive,TimesFM-2.5,0.0,0.0,0.0,-0.86,-1.313,-0.572
 Seasonal Naive,TiRex,0.0,0.0,0.0,-0.802,-1.198,-0.539
+Seasonal Naive,TS-ICL,0.0,0.0,0.0,-0.849,-1.313,-0.551
 Seasonal Naive,FlowState,0.0,0.0,0.0,-0.798,-1.26,-0.483
 Seasonal Naive,TabPFN-TS-3,0.0,0.0,0.0,-0.859,-1.369,-0.521
-Seasonal Naive,TabPFN-TS,0.0,0.0,0.0,-0.733,-1.18,-0.436
-Seasonal Naive,citras-fm,0.0,0.0,0.0,-0.769,-1.227,-0.475
 Seasonal Naive,Moirai-2.0,0.0,0.0,0.0,-0.748,-1.138,-0.499
+Seasonal Naive,citras-fm,0.0,0.0,0.0,-0.769,-1.227,-0.475
 Seasonal Naive,Chronos-Bolt,0.0,0.0,0.0,-0.664,-1.049,-0.418
 Seasonal Naive,Seasonal Naive,0.5,0.5,0.5,0.0,0.0,0.0

tables/domain_cloud/pairwise_WQL.csv

@@ -8,12 +8,12 @@ Toto-2.0-2.5B,Toto-1.0,1.0,1.0,1.0,0.129,0.058,0.225
 Toto-2.0-2.5B,Toto-2.0-4m,1.0,1.0,1.0,0.13,0.069,0.205
 Toto-2.0-2.5B,TiRex-2,1.0,1.0,1.0,0.14,0.077,0.222
 Toto-2.0-2.5B,TimesFM-2.5,1.0,1.0,1.0,0.146,0.095,0.204
+Toto-2.0-2.5B,TS-ICL,1.0,1.0,1.0,0.147,0.088,0.228
 Toto-2.0-2.5B,TiRex,1.0,1.0,1.0,0.169,0.091,0.263
 Toto-2.0-2.5B,TabPFN-TS-3,0.95,0.85,1.0,0.131,0.047,0.222
 Toto-2.0-2.5B,FlowState,0.95,0.85,1.0,0.171,0.084,0.255
 Toto-2.0-2.5B,Moirai-2.0,1.0,1.0,1.0,0.204,0.129,0.288
 Toto-2.0-2.5B,citras-fm,1.0,1.0,1.0,0.206,0.141,0.289
-Toto-2.0-2.5B,PatchTST,0.95,0.85,1.0,0.231,0.124,0.326
 Toto-2.0-2.5B,Chronos-Bolt,1.0,1.0,1.0,0.26,0.189,0.332
 Toto-2.0-2.5B,Seasonal Naive,1.0,1.0,1.0,0.69,0.609,0.766
 Toto-2.0-1B,Toto-2.0-2.5B,0.25,0.1,0.45,-0.009,-0.027,0.004
@@ -25,12 +25,12 @@ Toto-2.0-1B,Toto-1.0,1.0,1.0,1.0,0.121,0.056,0.205
 Toto-2.0-1B,Toto-2.0-4m,1.0,1.0,1.0,0.122,0.068,0.187
 Toto-2.0-1B,TiRex-2,1.0,1.0,1.0,0.132,0.076,0.205
 Toto-2.0-1B,TimesFM-2.5,1.0,1.0,1.0,0.138,0.091,0.191
+Toto-2.0-1B,TS-ICL,1.0,1.0,1.0,0.14,0.086,0.209
 Toto-2.0-1B,TiRex,1.0,1.0,1.0,0.161,0.088,0.248
 Toto-2.0-1B,TabPFN-TS-3,0.95,0.85,1.0,0.123,0.025,0.223
 Toto-2.0-1B,FlowState,0.95,0.85,1.0,0.163,0.068,0.254
 Toto-2.0-1B,Moirai-2.0,1.0,1.0,1.0,0.197,0.125,0.279
 Toto-2.0-1B,citras-fm,1.0,1.0,1.0,0.199,0.138,0.27
-Toto-2.0-1B,PatchTST,0.95,0.85,1.0,0.224,0.107,0.322
 Toto-2.0-1B,Chronos-Bolt,1.0,1.0,1.0,0.253,0.186,0.32
 Toto-2.0-1B,Seasonal Naive,1.0,1.0,1.0,0.688,0.607,0.763
 Toto-2.0-313m,Toto-2.0-2.5B,0.1,0.0,0.25,-0.02,-0.056,0.002
@@ -42,12 +42,12 @@ Toto-2.0-313m,Toto-1.0,1.0,1.0,1.0,0.111,0.054,0.181
 Toto-2.0-313m,Toto-2.0-4m,1.0,1.0,1.0,0.112,0.065,0.165
 Toto-2.0-313m,TiRex-2,1.0,1.0,1.0,0.123,0.074,0.182
 Toto-2.0-313m,TimesFM-2.5,1.0,1.0,1.0,0.128,0.087,0.182
+Toto-2.0-313m,TS-ICL,1.0,1.0,1.0,0.13,0.083,0.188
 Toto-2.0-313m,TiRex,1.0,1.0,1.0,0.152,0.086,0.227
 Toto-2.0-313m,TabPFN-TS-3,0.95,0.85,1.0,0.114,-0.005,0.22
 Toto-2.0-313m,FlowState,0.95,0.85,1.0,0.154,0.045,0.251
 Toto-2.0-313m,Moirai-2.0,1.0,1.0,1.0,0.188,0.124,0.259
 Toto-2.0-313m,citras-fm,1.0,1.0,1.0,0.19,0.137,0.25
-Toto-2.0-313m,PatchTST,0.95,0.85,1.0,0.216,0.083,0.318
 Toto-2.0-313m,Chronos-Bolt,1.0,1.0,1.0,0.245,0.185,0.304
 Toto-2.0-313m,Seasonal Naive,1.0,1.0,1.0,0.684,0.602,0.763
 Toto-2.0-22m,Toto-2.0-2.5B,0.0,0.0,0.0,-0.073,-0.133,-0.034
@@ -59,12 +59,12 @@ Toto-2.0-22m,Toto-1.0,0.9,0.75,1.0,0.065,0.023,0.123
 Toto-2.0-22m,Toto-2.0-4m,1.0,1.0,1.0,0.066,0.036,0.1
 Toto-2.0-22m,TiRex-2,1.0,1.0,1.0,0.077,0.044,0.12
 Toto-2.0-22m,TimesFM-2.5,0.95,0.85,1.0,0.084,0.052,0.121
+Toto-2.0-22m,TS-ICL,0.9,0.75,1.0,0.085,0.052,0.126
 Toto-2.0-22m,TiRex,0.95,0.85,1.0,0.108,0.057,0.168
 Toto-2.0-22m,TabPFN-TS-3,0.9,0.75,1.0,0.068,-0.074,0.168
 Toto-2.0-22m,FlowState,0.9,0.75,1.0,0.111,-0.022,0.213
 Toto-2.0-22m,Moirai-2.0,1.0,1.0,1.0,0.146,0.095,0.205
 Toto-2.0-22m,citras-fm,1.0,1.0,1.0,0.149,0.106,0.195
-Toto-2.0-22m,PatchTST,0.95,0.85,1.0,0.176,0.029,0.281
 Toto-2.0-22m,Chronos-Bolt,1.0,1.0,1.0,0.206,0.157,0.257
 Toto-2.0-22m,Seasonal Naive,1.0,1.0,1.0,0.668,0.584,0.745
 Chronos-2,Toto-2.0-2.5B,0.05,0.0,0.15,-0.068,-0.107,-0.03
@@ -76,12 +76,12 @@ Chronos-2,Toto-1.0,0.35,0.15,0.55,0.07,-0.014,0.185
 Chronos-2,Toto-2.0-4m,0.6,0.35,0.8,0.071,0.004,0.171
 Chronos-2,TiRex-2,0.8,0.6,0.95,0.082,0.016,0.185
 Chronos-2,TimesFM-2.5,0.75,0.55,0.9,0.088,0.033,0.155
+Chronos-2,TS-ICL,0.95,0.85,1.0,0.09,0.026,0.189
 Chronos-2,TiRex,0.85,0.7,1.0,0.113,0.032,0.222
 Chronos-2,TabPFN-TS-3,0.9,0.75,1.0,0.072,0.011,0.147
 Chronos-2,FlowState,0.85,0.65,1.0,0.115,0.05,0.188
 Chronos-2,Moirai-2.0,1.0,1.0,1.0,0.151,0.066,0.248
 Chronos-2,citras-fm,1.0,1.0,1.0,0.153,0.085,0.251
-Chronos-2,PatchTST,0.85,0.7,1.0,0.18,0.08,0.27
 Chronos-2,Chronos-Bolt,1.0,1.0,1.0,0.21,0.134,0.3
 Chronos-2,Seasonal Naive,1.0,1.0,1.0,0.669,0.582,0.746
 Toto-1.0,Toto-2.0-2.5B,0.0,0.0,0.0,-0.148,-0.291,-0.061
@@ -93,12 +93,12 @@ Toto-1.0,Toto-1.0,0.5,0.5,0.5,0.0,0.0,0.0
 Toto-1.0,Toto-2.0-4m,0.6,0.4,0.8,0.001,-0.04,0.028
 Toto-1.0,TiRex-2,0.8,0.65,0.95,0.013,-0.041,0.047
 Toto-1.0,TimesFM-2.5,0.75,0.55,0.95,0.02,-0.047,0.073
+Toto-1.0,TS-ICL,0.8,0.65,0.95,0.022,-0.018,0.052
 Toto-1.0,TiRex,0.75,0.55,0.9,0.046,0.0,0.095
 Toto-1.0,TabPFN-TS-3,0.8,0.6,0.95,0.003,-0.211,0.127
 Toto-1.0,FlowState,0.75,0.55,0.9,0.049,-0.131,0.178
 Toto-1.0,Moirai-2.0,0.85,0.7,1.0,0.087,0.029,0.145
 Toto-1.0,citras-fm,0.85,0.7,1.0,0.089,0.033,0.131
-Toto-1.0,PatchTST,0.9,0.75,1.0,0.118,-0.078,0.246
 Toto-1.0,Chronos-Bolt,0.95,0.85,1.0,0.151,0.089,0.21
 Toto-1.0,Seasonal Naive,1.0,1.0,1.0,0.645,0.563,0.725
 Toto-2.0-4m,Toto-2.0-2.5B,0.0,0.0,0.0,-0.149,-0.258,-0.075
@@ -110,12 +110,12 @@ Toto-2.0-4m,Toto-1.0,0.4,0.2,0.6,-0.001,-0.029,0.038
 Toto-2.0-4m,Toto-2.0-4m,0.5,0.5,0.5,0.0,0.0,0.0
 Toto-2.0-4m,TiRex-2,0.65,0.45,0.85,0.012,-0.009,0.034
 Toto-2.0-4m,TimesFM-2.5,0.6,0.4,0.8,0.019,-0.028,0.056
+Toto-2.0-4m,TS-ICL,0.8,0.65,0.95,0.021,0.0,0.04
 Toto-2.0-4m,TiRex,0.8,0.649,0.95,0.045,0.016,0.082
 Toto-2.0-4m,TabPFN-TS-3,0.75,0.55,0.95,0.002,-0.182,0.109
 Toto-2.0-4m,FlowState,0.85,0.7,1.0,0.048,-0.128,0.162
 Toto-2.0-4m,Moirai-2.0,0.9,0.75,1.0,0.086,0.049,0.128
 Toto-2.0-4m,citras-fm,0.9,0.75,1.0,0.088,0.061,0.117
-Toto-2.0-4m,PatchTST,0.95,0.85,1.0,0.117,-0.066,0.232
 Toto-2.0-4m,Chronos-Bolt,1.0,1.0,1.0,0.15,0.107,0.197
 Toto-2.0-4m,Seasonal Naive,1.0,1.0,1.0,0.644,0.559,0.727
 TiRex-2,Toto-2.0-2.5B,0.0,0.0,0.0,-0.163,-0.286,-0.084
@@ -127,12 +127,12 @@ TiRex-2,Toto-1.0,0.2,0.05,0.35,-0.013,-0.049,0.039
 TiRex-2,Toto-2.0-4m,0.35,0.15,0.55,-0.012,-0.035,0.009
 TiRex-2,TiRex-2,0.5,0.5,0.5,0.0,0.0,0.0
 TiRex-2,TimesFM-2.5,0.65,0.45,0.85,0.007,-0.056,0.053
+TiRex-2,TS-ICL,0.6,0.4,0.8,0.009,-0.011,0.03
 TiRex-2,TiRex,0.65,0.45,0.85,0.034,0.004,0.075
 TiRex-2,TabPFN-TS-3,0.75,0.6,0.9,-0.01,-0.207,0.11
 TiRex-2,FlowState,0.75,0.55,0.95,0.036,-0.151,0.155
 TiRex-2,Moirai-2.0,0.95,0.85,1.0,0.075,0.041,0.122
 TiRex-2,citras-fm,1.0,1.0,1.0,0.077,0.06,0.098
-TiRex-2,PatchTST,0.9,0.75,1.0,0.106,-0.096,0.232
 TiRex-2,Chronos-Bolt,1.0,1.0,1.0,0.14,0.099,0.185
 TiRex-2,Seasonal Naive,1.0,1.0,1.0,0.64,0.55,0.728
 TimesFM-2.5,Toto-2.0-2.5B,0.0,0.0,0.0,-0.171,-0.256,-0.105
@@ -144,14 +144,31 @@ TimesFM-2.5,Toto-1.0,0.25,0.05,0.45,-0.02,-0.079,0.045
 TimesFM-2.5,Toto-2.0-4m,0.4,0.2,0.6,-0.019,-0.059,0.027
 TimesFM-2.5,TiRex-2,0.35,0.15,0.55,-0.007,-0.056,0.053
 TimesFM-2.5,TimesFM-2.5,0.5,0.5,0.5,0.0,0.0,0.0
+TimesFM-2.5,TS-ICL,0.55,0.3,0.75,0.002,-0.039,0.052
 TimesFM-2.5,TiRex,0.6,0.4,0.8,0.027,-0.018,0.086
 TimesFM-2.5,TabPFN-TS-3,0.6,0.4,0.8,-0.017,-0.149,0.071
 TimesFM-2.5,FlowState,0.7,0.5,0.9,0.03,-0.104,0.121
 TimesFM-2.5,Moirai-2.0,0.85,0.65,1.0,0.069,0.028,0.116
 TimesFM-2.5,citras-fm,0.75,0.55,0.95,0.071,0.023,0.131
-TimesFM-2.5,PatchTST,0.85,0.7,1.0,0.1,-0.044,0.208
 TimesFM-2.5,Chronos-Bolt,0.9,0.75,1.0,0.134,0.092,0.179
 TimesFM-2.5,Seasonal Naive,1.0,1.0,1.0,0.638,0.557,0.714
+TS-ICL,Toto-2.0-2.5B,0.0,0.0,0.0,-0.173,-0.296,-0.096
+TS-ICL,Toto-2.0-1B,0.0,0.0,0.0,-0.162,-0.264,-0.095
+TS-ICL,Toto-2.0-313m,0.0,0.0,0.0,-0.15,-0.232,-0.091
+TS-ICL,Toto-2.0-22m,0.1,0.0,0.25,-0.093,-0.144,-0.055
+TS-ICL,Chronos-2,0.05,0.0,0.15,-0.099,-0.234,-0.027
+TS-ICL,Toto-1.0,0.2,0.05,0.35,-0.022,-0.055,0.018
+TS-ICL,Toto-2.0-4m,0.2,0.05,0.35,-0.021,-0.041,-0.0
+TS-ICL,TiRex-2,0.4,0.2,0.6,-0.009,-0.031,0.011
+TS-ICL,TimesFM-2.5,0.45,0.25,0.7,-0.002,-0.055,0.037
+TS-ICL,TS-ICL,0.5,0.5,0.5,0.0,0.0,0.0
+TS-ICL,TiRex,0.55,0.35,0.75,0.025,-0.001,0.061
+TS-ICL,TabPFN-TS-3,0.75,0.55,0.95,-0.019,-0.211,0.095
+TS-ICL,FlowState,0.65,0.45,0.85,0.028,-0.153,0.141
+TS-ICL,Moirai-2.0,0.85,0.65,1.0,0.067,0.032,0.109
+TS-ICL,citras-fm,0.95,0.85,1.0,0.069,0.044,0.098
+TS-ICL,Chronos-Bolt,1.0,1.0,1.0,0.132,0.093,0.176
+TS-ICL,Seasonal Naive,1.0,1.0,1.0,0.637,0.552,0.72
 TiRex,Toto-2.0-2.5B,0.0,0.0,0.0,-0.203,-0.356,-0.1
 TiRex,Toto-2.0-1B,0.0,0.0,0.0,-0.192,-0.33,-0.096
 TiRex,Toto-2.0-313m,0.0,0.0,0.0,-0.179,-0.294,-0.094
@@ -161,12 +178,12 @@ TiRex,Toto-1.0,0.25,0.1,0.45,-0.048,-0.105,-0.0
 TiRex,Toto-2.0-4m,0.2,0.05,0.351,-0.047,-0.089,-0.016
 TiRex,TiRex-2,0.35,0.15,0.55,-0.035,-0.081,-0.004
 TiRex,TimesFM-2.5,0.4,0.2,0.6,-0.028,-0.095,0.018
+TiRex,TS-ICL,0.45,0.25,0.65,-0.026,-0.065,0.001
 TiRex,TiRex,0.5,0.5,0.5,0.0,0.0,0.0
 TiRex,TabPFN-TS-3,0.7,0.5,0.9,-0.045,-0.247,0.06
 TiRex,FlowState,0.7,0.5,0.9,0.003,-0.19,0.122
 TiRex,Moirai-2.0,0.9,0.75,1.0,0.043,0.019,0.07
 TiRex,citras-fm,0.9,0.75,1.0,0.045,0.007,0.072
-TiRex,PatchTST,0.8,0.6,0.95,0.075,-0.133,0.211
 TiRex,Chronos-Bolt,0.9,0.75,1.0,0.11,0.064,0.155
 TiRex,Seasonal Naive,1.0,1.0,1.0,0.627,0.54,0.71
 TabPFN-TS-3,Toto-2.0-2.5B,0.05,0.0,0.15,-0.151,-0.285,-0.049
@@ -178,12 +195,12 @@ TabPFN-TS-3,Toto-1.0,0.2,0.05,0.4,-0.003,-0.146,0.175
 TabPFN-TS-3,Toto-2.0-4m,0.25,0.05,0.45,-0.002,-0.123,0.154
 TabPFN-TS-3,TiRex-2,0.25,0.1,0.4,0.01,-0.124,0.172
 TabPFN-TS-3,TimesFM-2.5,0.4,0.2,0.6,0.017,-0.077,0.13
+TabPFN-TS-3,TS-ICL,0.25,0.05,0.45,0.019,-0.105,0.174
 TabPFN-TS-3,TiRex,0.3,0.1,0.5,0.043,-0.064,0.198
 TabPFN-TS-3,TabPFN-TS-3,0.5,0.5,0.5,0.0,0.0,0.0
 TabPFN-TS-3,FlowState,0.5,0.3,0.7,0.046,-0.042,0.123
 TabPFN-TS-3,Moirai-2.0,0.6,0.399,0.8,0.084,-0.013,0.224
 TabPFN-TS-3,citras-fm,0.7,0.5,0.9,0.087,-0.036,0.236
-TabPFN-TS-3,PatchTST,0.7,0.5,0.9,0.115,0.011,0.208
 TabPFN-TS-3,Chronos-Bolt,0.85,0.65,1.0,0.148,0.036,0.276
 TabPFN-TS-3,Seasonal Naive,1.0,1.0,1.0,0.644,0.549,0.724
 FlowState,Toto-2.0-2.5B,0.05,0.0,0.15,-0.206,-0.343,-0.092
@@ -195,12 +212,12 @@ FlowState,Toto-1.0,0.25,0.1,0.45,-0.051,-0.217,0.116
 FlowState,Toto-2.0-4m,0.15,0.0,0.3,-0.05,-0.194,0.113
 FlowState,TiRex-2,0.25,0.05,0.45,-0.037,-0.184,0.131
 FlowState,TimesFM-2.5,0.3,0.1,0.5,-0.03,-0.137,0.094
+FlowState,TS-ICL,0.35,0.15,0.55,-0.028,-0.164,0.132
 FlowState,TiRex,0.3,0.1,0.5,-0.003,-0.139,0.159
 FlowState,TabPFN-TS-3,0.5,0.3,0.7,-0.048,-0.141,0.04
 FlowState,FlowState,0.5,0.5,0.5,0.0,0.0,0.0
 FlowState,Moirai-2.0,0.5,0.25,0.7,0.04,-0.089,0.189
 FlowState,citras-fm,0.45,0.25,0.7,0.043,-0.092,0.201
-FlowState,PatchTST,0.6,0.4,0.8,0.073,-0.056,0.185
 FlowState,Chronos-Bolt,0.8,0.649,0.95,0.107,0.023,0.228
 FlowState,Seasonal Naive,1.0,1.0,1.0,0.626,0.538,0.704
 Moirai-2.0,Toto-2.0-2.5B,0.0,0.0,0.0,-0.257,-0.404,-0.148
@@ -212,12 +229,12 @@ Moirai-2.0,Toto-1.0,0.15,0.0,0.3,-0.095,-0.17,-0.03
 Moirai-2.0,Toto-2.0-4m,0.1,0.0,0.25,-0.094,-0.147,-0.052
 Moirai-2.0,TiRex-2,0.05,0.0,0.15,-0.081,-0.139,-0.043
 Moirai-2.0,TimesFM-2.5,0.15,0.0,0.35,-0.074,-0.131,-0.029
+Moirai-2.0,TS-ICL,0.15,0.0,0.35,-0.071,-0.122,-0.033
 Moirai-2.0,TiRex,0.1,0.0,0.25,-0.044,-0.075,-0.02
 Moirai-2.0,TabPFN-TS-3,0.4,0.2,0.601,-0.092,-0.288,0.013
 Moirai-2.0,FlowState,0.5,0.3,0.75,-0.042,-0.233,0.082
 Moirai-2.0,Moirai-2.0,0.5,0.5,0.5,0.0,0.0,0.0
 Moirai-2.0,citras-fm,0.65,0.45,0.85,0.003,-0.048,0.042
-Moirai-2.0,PatchTST,0.6,0.4,0.8,0.034,-0.175,0.172
 Moirai-2.0,Chronos-Bolt,0.85,0.699,0.975,0.07,0.023,0.118
 Moirai-2.0,Seasonal Naive,1.0,1.0,1.0,0.611,0.523,0.693
 citras-fm,Toto-2.0-2.5B,0.0,0.0,0.0,-0.26,-0.406,-0.164
@@ -229,31 +246,14 @@ citras-fm,Toto-1.0,0.15,0.0,0.3,-0.098,-0.151,-0.034
 citras-fm,Toto-2.0-4m,0.1,0.0,0.25,-0.097,-0.133,-0.065
 citras-fm,TiRex-2,0.0,0.0,0.0,-0.084,-0.109,-0.064
 citras-fm,TimesFM-2.5,0.25,0.05,0.45,-0.077,-0.15,-0.024
+citras-fm,TS-ICL,0.05,0.0,0.15,-0.074,-0.109,-0.046
 citras-fm,TiRex,0.1,0.0,0.25,-0.047,-0.078,-0.007
 citras-fm,TabPFN-TS-3,0.3,0.1,0.5,-0.095,-0.309,0.035
 citras-fm,FlowState,0.55,0.3,0.75,-0.045,-0.252,0.084
 citras-fm,Moirai-2.0,0.35,0.15,0.55,-0.003,-0.044,0.046
 citras-fm,citras-fm,0.5,0.5,0.5,0.0,0.0,0.0
-citras-fm,PatchTST,0.45,0.25,0.65,0.031,-0.192,0.171
 citras-fm,Chronos-Bolt,0.9,0.75,1.0,0.067,0.03,0.115
 citras-fm,Seasonal Naive,1.0,1.0,1.0,0.61,0.511,0.705
-PatchTST,Toto-2.0-2.5B,0.05,0.0,0.15,-0.301,-0.483,-0.142
-PatchTST,Toto-2.0-1B,0.05,0.0,0.15,-0.289,-0.474,-0.119
-PatchTST,Toto-2.0-313m,0.05,0.0,0.15,-0.275,-0.467,-0.091
-PatchTST,Toto-2.0-22m,0.05,0.0,0.15,-0.213,-0.392,-0.029
-PatchTST,Chronos-2,0.15,0.0,0.3,-0.219,-0.369,-0.087
-PatchTST,Toto-1.0,0.1,0.0,0.25,-0.134,-0.327,0.072
-PatchTST,Toto-2.0-4m,0.05,0.0,0.15,-0.133,-0.303,0.062
-PatchTST,TiRex-2,0.1,0.0,0.25,-0.119,-0.302,0.088
-PatchTST,TimesFM-2.5,0.15,0.0,0.3,-0.112,-0.262,0.042
-PatchTST,TiRex,0.2,0.05,0.4,-0.081,-0.267,0.118
-PatchTST,TabPFN-TS-3,0.3,0.1,0.5,-0.13,-0.262,-0.011
-PatchTST,FlowState,0.4,0.2,0.6,-0.079,-0.227,0.053
-PatchTST,Moirai-2.0,0.4,0.2,0.6,-0.035,-0.208,0.149
-PatchTST,citras-fm,0.55,0.35,0.75,-0.032,-0.207,0.161
-PatchTST,PatchTST,0.5,0.5,0.5,0.0,0.0,0.0
-PatchTST,Chronos-Bolt,0.6,0.4,0.8,0.037,-0.124,0.209
-PatchTST,Seasonal Naive,0.9,0.75,1.0,0.597,0.477,0.698
 Chronos-Bolt,Toto-2.0-2.5B,0.0,0.0,0.0,-0.351,-0.498,-0.233
 Chronos-Bolt,Toto-2.0-1B,0.0,0.0,0.0,-0.339,-0.471,-0.228
 Chronos-Bolt,Toto-2.0-313m,0.0,0.0,0.0,-0.325,-0.437,-0.227
@@ -263,12 +263,12 @@ Chronos-Bolt,Toto-1.0,0.05,0.0,0.15,-0.177,-0.267,-0.098
 Chronos-Bolt,Toto-2.0-4m,0.0,0.0,0.0,-0.176,-0.246,-0.12
 Chronos-Bolt,TiRex-2,0.0,0.0,0.0,-0.162,-0.227,-0.11
 Chronos-Bolt,TimesFM-2.5,0.1,0.0,0.25,-0.154,-0.218,-0.101
+Chronos-Bolt,TS-ICL,0.0,0.0,0.0,-0.152,-0.214,-0.102
 Chronos-Bolt,TiRex,0.1,0.0,0.25,-0.123,-0.183,-0.069
 Chronos-Bolt,TabPFN-TS-3,0.15,0.0,0.35,-0.174,-0.382,-0.037
 Chronos-Bolt,FlowState,0.2,0.05,0.351,-0.12,-0.295,-0.023
 Chronos-Bolt,Moirai-2.0,0.15,0.025,0.301,-0.075,-0.134,-0.024
 Chronos-Bolt,citras-fm,0.1,0.0,0.25,-0.072,-0.13,-0.031
-Chronos-Bolt,PatchTST,0.4,0.2,0.6,-0.039,-0.264,0.11
 Chronos-Bolt,Chronos-Bolt,0.5,0.5,0.5,0.0,0.0,0.0
 Chronos-Bolt,Seasonal Naive,1.0,1.0,1.0,0.582,0.486,0.675
 Seasonal Naive,Toto-2.0-2.5B,0.0,0.0,0.0,-2.229,-3.277,-1.556
@@ -280,11 +280,11 @@ Seasonal Naive,Toto-1.0,0.0,0.0,0.0,-1.814,-2.639,-1.287
 Seasonal Naive,Toto-2.0-4m,0.0,0.0,0.0,-1.811,-2.664,-1.269
 Seasonal Naive,TiRex-2,0.0,0.0,0.0,-1.778,-2.67,-1.221
 Seasonal Naive,TimesFM-2.5,0.0,0.0,0.0,-1.759,-2.495,-1.259
+Seasonal Naive,TS-ICL,0.0,0.0,0.0,-1.753,-2.574,-1.232
 Seasonal Naive,TiRex,0.0,0.0,0.0,-1.684,-2.448,-1.175
 Seasonal Naive,TabPFN-TS-3,0.0,0.0,0.0,-1.806,-2.622,-1.215
 Seasonal Naive,FlowState,0.0,0.0,0.0,-1.677,-2.381,-1.163
 Seasonal Naive,Moirai-2.0,0.0,0.0,0.0,-1.57,-2.259,-1.095
 Seasonal Naive,citras-fm,0.0,0.0,0.0,-1.563,-2.394,-1.044
-Seasonal Naive,PatchTST,0.1,0.0,0.25,-1.482,-2.307,-0.914
 Seasonal Naive,Chronos-Bolt,0.0,0.0,0.0,-1.39,-2.073,-0.945
 Seasonal Naive,Seasonal Naive,0.5,0.5,0.5,0.0,0.0,0.0

tables/domain_econ/leaderboard_MASE.csv

@@ -1,30 +1,31 @@
 model_name,win_rate,skill_score,median_training_time_s_per100,median_inference_time_s_per100,training_corpus_overlap,num_failures
-TiRex-2,89.58333333333333,40.553930524399625,0.0,0.11294837920086495,0.0,0.0
-Stat. Ensemble,78.86904761904762,38.47702197421158,0.0,73.43481351955408,0.0,0.0
-Toto-2.0-22m,74.99999999999999,37.883510512986405,0.0,0.2300832338301921,0.0,0.0
-Toto-2.0-1B,73.2142857142857,37.647796213911036,0.0,2.4167769806179775,0.0,0.0
-Toto-2.0-313m,70.83333333333334,37.637104246897856,0.0,0.9865880503225806,0.0,0.0
-Toto-2.0-2.5B,70.5357142857143,37.649421436010044,0.0,5.236902611304615,0.0,0.0
-TiRex,67.85714285714288,36.87592044073875,0.0,0.16472977363175062,0.0,0.0
-Chronos-2,67.85714285714286,36.307128273958256,0.0,0.14791438772454144,0.0,0.0
-LightGBM,66.07142857142854,36.739370201928836,0.20454036927361854,0.03409663050126502,0.0,0.0
-AutoETS,63.39285714285713,35.908870624227376,0.0,1.5253584038361796,0.0,0.0
-FlowState,62.20238095238094,35.21482359572895,0.0,0.8205954025996205,0.16666666666666666,0.0
-CatBoost,61.011904761904766,35.982559330359685,3.42108969184492,0.03905346701454776,0.0,0.0
-Toto-2.0-4m,56.250000000000014,35.180832137280916,0.0,0.1810118077664009,0.0,0.0
-Toto-1.0,55.952380952380956,32.41516602344565,0.0,5.0937543479594325,0.16666666666666666,0.0
-citras-fm,52.976190476190474,34.02322385198361,0.0,0.12518068105908503,0.0,0.0
-AutoARIMA,51.78571428571429,33.893658085803416,0.0,6.5345976113161015,0.0,0.0
-TabPFN-TS,48.51190476190476,34.19057001716027,0.0,52.326198869129215,0.0,0.0
-AutoTheta,47.916666666666664,32.52926186802178,0.0,0.9578271612919038,0.0,0.0
-TimesFM-2.5,45.833333333333336,32.83344751489832,0.0,0.3095206282094962,0.16666666666666666,0.0
-Drift,45.83333333333333,29.639454067966152,0.0,0.4198026182352941,0.0,0.0
-TabPFN-TS-3,36.01190476190476,28.575629786307356,0.0,190.9822121554963,0.0,0.0
-Chronos-Bolt,35.41666666666667,30.133730029400986,0.0,0.1587546411616528,0.0,0.0
-Moirai-2.0,35.41666666666667,28.236498726126015,0.0,0.21986280235955058,0.16666666666666666,0.0
-DeepAR,27.38095238095238,24.302560020818376,546.7685936688092,0.18274403532732447,0.0,0.0
-Sundial-Base,19.047619047619044,19.70951503418047,0.0,8.00438149490214,0.0,0.0
-PatchTST,14.285714285714285,15.279108700450617,310.3190003231231,0.1605401314516129,0.0,0.0
-Naive,13.095238095238098,15.593612422240255,0.0,0.46331807906862743,0.0,0.0
-TFT,10.714285714285717,9.838087249658834,445.02348117965687,0.18857640938013914,0.0,0.0
-Seasonal Naive,7.142857142857142,0.0,0.0,0.41450250024509805,0.0,0.0
+TiRex-2,89.36781609195403,40.553930524399625,0.0,0.11294837920086495,0.0,0.0
+Stat. Ensemble,78.73563218390805,38.47702197421158,0.0,73.43481351955408,0.0,0.0
+Toto-2.0-22m,75.28735632183907,37.883510512986405,0.0,0.2300832338301921,0.0,0.0
+Toto-2.0-1B,73.5632183908046,37.647796213911036,0.0,2.4167769806179775,0.0,0.0
+Toto-2.0-313m,71.26436781609196,37.637104246897856,0.0,0.9865880503225806,0.0,0.0
+Toto-2.0-2.5B,70.97701149425289,37.649421436010044,0.0,5.236902611304615,0.0,0.0
+TiRex,67.816091954023,36.87592044073875,0.0,0.16472977363175062,0.0,0.0
+Chronos-2,67.81609195402298,36.307128273958256,0.0,0.14791438772454144,0.0,0.0
+LightGBM,66.09195402298849,36.739370201928836,0.20454036927361854,0.03409663050126502,0.0,0.0
+AutoETS,63.50574712643677,35.908870624227376,0.0,1.5253584038361796,0.0,0.0
+FlowState,62.06896551724137,35.21482359572895,0.0,0.8205954025996205,0.16666666666666666,0.0
+CatBoost,60.91954022988505,35.982559330359685,3.42108969184492,0.03905346701454776,0.0,0.0
+Toto-2.0-4m,56.32183908045978,35.180832137280916,0.0,0.1810118077664009,0.0,0.0
+Toto-1.0,56.03448275862068,32.41516602344565,0.0,5.0937543479594325,0.16666666666666666,0.0
+citras-fm,53.44827586206896,34.02322385198361,0.0,0.12518068105908503,0.0,0.0
+AutoARIMA,51.72413793103448,33.893658085803416,0.0,6.5345976113161015,0.0,0.0
+TabPFN-TS,48.85057471264368,34.19057001716027,0.0,52.326198869129215,0.0,0.0
+AutoTheta,48.275862068965516,32.52926186802178,0.0,0.9578271612919038,0.0,0.0
+TimesFM-2.5,46.264367816091955,32.83344751489832,0.0,0.3095206282094962,0.16666666666666666,0.0
+Drift,45.97701149425287,29.639454067966152,0.0,0.4198026182352941,0.0,0.0
+TS-ICL,45.11494252873563,29.501972032987776,0.0,0.8407145490361518,0.0,0.0
+TabPFN-TS-3,36.49425287356321,28.575629786307356,0.0,190.9822121554963,0.0,0.0
+Chronos-Bolt,35.63218390804598,30.133730029400986,0.0,0.1587546411616528,0.0,0.0
+Moirai-2.0,35.632183908045974,28.236498726126015,0.0,0.21986280235955058,0.16666666666666666,0.0
+DeepAR,27.298850574712645,24.302560020818376,546.7685936688092,0.18274403532732447,0.0,0.0
+Sundial-Base,19.252873563218387,19.70951503418047,0.0,8.00438149490214,0.0,0.0
+PatchTST,14.367816091954023,15.279108700450617,310.3190003231231,0.1605401314516129,0.0,0.0
+Naive,13.505747126436784,15.593612422240255,0.0,0.46331807906862743,0.0,0.0
+TFT,10.919540229885058,9.838087249658834,445.02348117965687,0.18857640938013914,0.0,0.0
+Seasonal Naive,7.471264367816091,0.0,0.0,0.41450250024509805,0.0,0.0

tables/domain_econ/leaderboard_SQL.csv

@@ -1,30 +1,31 @@
 model_name,win_rate,skill_score,median_training_time_s_per100,median_inference_time_s_per100,training_corpus_overlap,num_failures
-TiRex-2,92.85714285714286,41.37587435805797,0.0,0.11294837920086495,0.0,0.0
-Toto-2.0-2.5B,78.27380952380952,38.54527045088485,0.0,5.236902611304615,0.0,0.0
-Chronos-2,77.97619047619048,37.73601252203713,0.0,0.14791438772454144,0.0,0.0
-Toto-2.0-1B,77.97619047619048,38.30540837943911,0.0,2.4167769806179775,0.0,0.0
-Toto-2.0-313m,77.67857142857143,38.27714813601945,0.0,0.9865880503225806,0.0,0.0
-Toto-2.0-22m,77.67857142857143,38.28322277552283,0.0,0.2300832338301921,0.0,0.0
-TiRex,77.38095238095238,38.16787226217255,0.0,0.16472977363175062,0.0,0.0
-Stat. Ensemble,69.9404761904762,37.119576639717835,0.0,73.43481351955408,0.0,0.0
-FlowState,65.77380952380952,35.273957411546085,0.0,0.8205954025996205,0.16666666666666666,0.0
-Toto-2.0-4m,62.5,35.90432755342822,0.0,0.1810118077664009,0.0,0.0
-citras-fm,61.30952380952381,35.245938628620046,0.0,0.12518068105908503,0.0,0.0
-Toto-1.0,59.523809523809526,33.496371356107844,0.0,5.0937543479594325,0.16666666666666666,0.0
-TabPFN-TS,58.92857142857143,35.173459448094114,0.0,52.326198869129215,0.0,0.0
-AutoETS,55.952380952380956,29.18586393990128,0.0,1.5253584038361796,0.0,0.0
-TimesFM-2.5,50.000000000000014,32.772070331944484,0.0,0.3095206282094962,0.16666666666666666,0.0
-AutoARIMA,48.214285714285715,31.72145242450589,0.0,6.5345976113161015,0.0,0.0
-Chronos-Bolt,46.42857142857144,31.81815534740079,0.0,0.1587546411616528,0.0,0.0
-Moirai-2.0,39.88095238095238,29.079628766325204,0.0,0.21986280235955058,0.16666666666666666,0.0
-AutoTheta,39.285714285714285,29.61896808086114,0.0,0.9578271612919038,0.0,0.0
-TabPFN-TS-3,38.98809523809524,29.19971717461506,0.0,190.9822121554963,0.0,0.0
-Drift,38.69047619047619,25.58270375016218,0.0,0.4198026182352941,0.0,0.0
-DeepAR,36.60714285714285,25.12762288287479,546.7685936688092,0.18274403532732447,0.0,0.0
-LightGBM,27.083333333333332,24.325044506495818,0.20454036927361854,0.03409663050126502,0.0,0.0
-CatBoost,22.321428571428566,23.419716355230047,3.42108969184492,0.03905346701454776,0.0,0.0
-PatchTST,19.345238095238095,16.930294384775955,310.3190003231231,0.1605401314516129,0.0,0.0
-Sundial-Base,15.178571428571427,14.510260955147846,0.0,8.00438149490214,0.0,0.0
-Naive,13.690476190476192,11.510640002523509,0.0,0.46331807906862743,0.0,0.0
-TFT,13.095238095238097,9.329379481293765,445.02348117965687,0.18857640938013914,0.0,0.0
-Seasonal Naive,7.440476190476189,0.0,0.0,0.41450250024509805,0.0,0.0
+TiRex-2,92.81609195402298,41.37587435805797,0.0,0.11294837920086495,0.0,0.0
+Toto-2.0-2.5B,78.44827586206895,38.54527045088485,0.0,5.236902611304615,0.0,0.0
+Toto-2.0-1B,78.16091954022988,38.30540837943911,0.0,2.4167769806179775,0.0,0.0
+Toto-2.0-313m,77.8735632183908,38.27714813601945,0.0,0.9865880503225806,0.0,0.0
+Toto-2.0-22m,77.8735632183908,38.28322277552283,0.0,0.2300832338301921,0.0,0.0
+TiRex,77.58620689655173,38.16787226217255,0.0,0.16472977363175062,0.0,0.0
+Chronos-2,77.58620689655172,37.73601252203713,0.0,0.14791438772454144,0.0,0.0
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+FlowState,65.80459770114942,35.273957411546085,0.0,0.8205954025996205,0.16666666666666666,0.0
+Toto-2.0-4m,62.93103448275862,35.90432755342822,0.0,0.1810118077664009,0.0,0.0
+citras-fm,62.068965517241395,35.245938628620046,0.0,0.12518068105908503,0.0,0.0
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+TabPFN-TS,59.19540229885059,35.173459448094114,0.0,52.326198869129215,0.0,0.0
+AutoETS,55.7471264367816,29.18586393990128,0.0,1.5253584038361796,0.0,0.0
+TimesFM-2.5,50.28735632183909,32.772070331944484,0.0,0.3095206282094962,0.16666666666666666,0.0
+AutoARIMA,48.275862068965516,31.72145242450589,0.0,6.5345976113161015,0.0,0.0
+Chronos-Bolt,46.264367816091955,31.81815534740079,0.0,0.1587546411616528,0.0,0.0
+TS-ICL,45.68965517241379,29.358753198562194,0.0,0.8407145490361518,0.0,0.0
+Moirai-2.0,40.22988505747126,29.079628766325204,0.0,0.21986280235955058,0.16666666666666666,0.0
+TabPFN-TS-3,39.36781609195403,29.19971717461506,0.0,190.9822121554963,0.0,0.0
+AutoTheta,39.367816091954026,29.61896808086114,0.0,0.9578271612919038,0.0,0.0
+Drift,38.793103448275865,25.58270375016218,0.0,0.4198026182352941,0.0,0.0
+DeepAR,37.068965517241374,25.12762288287479,546.7685936688092,0.18274403532732447,0.0,0.0
+LightGBM,27.29885057471264,24.325044506495818,0.20454036927361854,0.03409663050126502,0.0,0.0
+CatBoost,22.413793103448274,23.419716355230047,3.42108969184492,0.03905346701454776,0.0,0.0
+PatchTST,19.54022988505747,16.930294384775955,310.3190003231231,0.1605401314516129,0.0,0.0
+Sundial-Base,14.942528735632182,14.510260955147846,0.0,8.00438149490214,0.0,0.0
+Naive,13.793103448275861,11.510640002523509,0.0,0.46331807906862743,0.0,0.0
+TFT,13.218390804597702,9.329379481293765,445.02348117965687,0.18857640938013914,0.0,0.0
+Seasonal Naive,8.045977011494253,0.0,0.0,0.41450250024509805,0.0,0.0

tables/domain_econ/leaderboard_WAPE.csv

@@ -1,30 +1,31 @@
 model_name,win_rate,skill_score,median_training_time_s_per100,median_inference_time_s_per100,training_corpus_overlap,num_failures
-TiRex-2,88.0952380952381,42.13247790984753,0.0,0.11294837920086495,0.0,0.0
-Toto-2.0-1B,79.76190476190477,38.80502192761649,0.0,2.4167769806179775,0.0,0.0
-Toto-2.0-2.5B,78.57142857142857,39.10703314170318,0.0,5.236902611304615,0.0,0.0
-Toto-2.0-313m,74.70238095238095,38.257695402459,0.0,0.9865880503225806,0.0,0.0
-Toto-2.0-22m,71.13095238095238,37.906655236674865,0.0,0.2300832338301921,0.0,0.0
-TiRex,68.45238095238095,37.758720587285445,0.0,0.16472977363175062,0.0,0.0
-Stat. Ensemble,63.6904761904762,38.177219528557146,0.0,73.43481351955408,0.0,0.0
-Chronos-2,63.09523809523808,36.558735189016225,0.0,0.14791438772454144,0.0,0.0
-TimesFM-2.5,58.92857142857143,35.89256072267927,0.0,0.3095206282094962,0.16666666666666666,0.0
-Toto-1.0,58.63095238095239,33.97875884401389,0.0,5.0937543479594325,0.16666666666666666,0.0
-TabPFN-TS,57.73809523809524,36.531743334435674,0.0,52.326198869129215,0.0,0.0
-FlowState,56.547619047619044,37.645403955852096,0.0,0.8205954025996205,0.16666666666666666,0.0
-citras-fm,55.654761904761905,34.4896707490341,0.0,0.12518068105908503,0.0,0.0
-CatBoost,55.0595238095238,35.20082715344605,3.42108969184492,0.03905346701454776,0.0,0.0
-Toto-2.0-4m,53.273809523809526,33.31225235226658,0.0,0.1810118077664009,0.0,0.0
-AutoETS,53.27380952380951,34.84116662551825,0.0,1.5253584038361796,0.0,0.0
-LightGBM,51.488095238095234,35.02206834104291,0.20454036927361854,0.03409663050126502,0.0,0.0
-AutoARIMA,48.51190476190476,35.732170334358024,0.0,6.5345976113161015,0.0,0.0
-Chronos-Bolt,44.94047619047619,30.478143266802604,0.0,0.1587546411616528,0.0,0.0
-TabPFN-TS-3,44.345238095238095,29.457560079978773,0.0,190.9822121554963,0.0,0.0
-Moirai-2.0,43.154761904761905,28.277512977220987,0.0,0.21986280235955058,0.16666666666666666,0.0
-AutoTheta,41.66666666666666,31.812923074763923,0.0,0.9578271612919038,0.0,0.0
-Drift,41.36904761904761,28.435824921980835,0.0,0.4198026182352941,0.0,0.0
-Naive,19.345238095238095,15.872310498117715,0.0,0.46331807906862743,0.0,0.0
-Sundial-Base,18.45238095238095,17.737235971841127,0.0,8.00438149490214,0.0,0.0
-PatchTST,17.261904761904763,15.619782622761335,310.3190003231231,0.1605401314516129,0.0,0.0
-DeepAR,17.26190476190476,19.60425306556468,546.7685936688092,0.18274403532732447,0.0,0.0
-TFT,14.880952380952378,6.946074243338563,445.02348117965687,0.18857640938013914,0.0,0.0
-Seasonal Naive,10.714285714285717,0.0,0.0,0.41450250024509805,0.0,0.0
+TiRex-2,88.50574712643679,42.13247790984753,0.0,0.11294837920086495,0.0,0.0
+Toto-2.0-1B,80.45977011494254,38.80502192761649,0.0,2.4167769806179775,0.0,0.0
+Toto-2.0-2.5B,79.02298850574712,39.10703314170318,0.0,5.236902611304615,0.0,0.0
+Toto-2.0-313m,75.57471264367815,38.257695402459,0.0,0.9865880503225806,0.0,0.0
+Toto-2.0-22m,71.55172413793103,37.906655236674865,0.0,0.2300832338301921,0.0,0.0
+TiRex,69.25287356321839,37.758720587285445,0.0,0.16472977363175062,0.0,0.0
+Stat. Ensemble,63.50574712643679,38.177219528557146,0.0,73.43481351955408,0.0,0.0
+Chronos-2,63.50574712643677,36.558735189016225,0.0,0.14791438772454144,0.0,0.0
+TimesFM-2.5,59.48275862068966,35.89256072267927,0.0,0.3095206282094962,0.16666666666666666,0.0
+Toto-1.0,59.195402298850574,33.97875884401389,0.0,5.0937543479594325,0.16666666666666666,0.0
+TabPFN-TS,58.04597701149425,36.531743334435674,0.0,52.326198869129215,0.0,0.0
+FlowState,56.60919540229885,37.645403955852096,0.0,0.8205954025996205,0.16666666666666666,0.0
+citras-fm,56.03448275862068,34.4896707490341,0.0,0.12518068105908503,0.0,0.0
+CatBoost,55.172413793103445,35.20082715344605,3.42108969184492,0.03905346701454776,0.0,0.0
+AutoETS,53.44827586206896,34.84116662551825,0.0,1.5253584038361796,0.0,0.0
+Toto-2.0-4m,53.44827586206896,33.31225235226658,0.0,0.1810118077664009,0.0,0.0
+LightGBM,51.43678160919539,35.02206834104291,0.20454036927361854,0.03409663050126502,0.0,0.0
+AutoARIMA,48.275862068965516,35.732170334358024,0.0,6.5345976113161015,0.0,0.0
+Chronos-Bolt,45.40229885057471,30.478143266802604,0.0,0.1587546411616528,0.0,0.0
+TabPFN-TS-3,44.827586206896555,29.457560079978773,0.0,190.9822121554963,0.0,0.0
+Moirai-2.0,43.67816091954023,28.277512977220987,0.0,0.21986280235955058,0.16666666666666666,0.0
+AutoTheta,41.95402298850575,31.812923074763923,0.0,0.9578271612919038,0.0,0.0
+Drift,41.37931034482758,28.435824921980835,0.0,0.4198026182352941,0.0,0.0
+TS-ICL,39.94252873563219,25.73612363732908,0.0,0.8407145490361518,0.0,0.0
+Naive,19.827586206896548,15.872310498117715,0.0,0.46331807906862743,0.0,0.0
+Sundial-Base,18.678160919540225,17.737235971841127,0.0,8.00438149490214,0.0,0.0
+DeepAR,17.816091954022987,19.60425306556468,546.7685936688092,0.18274403532732447,0.0,0.0
+PatchTST,17.816091954022983,15.619782622761335,310.3190003231231,0.1605401314516129,0.0,0.0
+TFT,14.94252873563218,6.946074243338563,445.02348117965687,0.18857640938013914,0.0,0.0
+Seasonal Naive,11.20689655172414,0.0,0.0,0.41450250024509805,0.0,0.0

tables/domain_econ/leaderboard_WQL.csv

@@ -1,30 +1,31 @@
 model_name,win_rate,skill_score,median_training_time_s_per100,median_inference_time_s_per100,training_corpus_overlap,num_failures
-TiRex-2,89.58333333333333,45.53906787899109,0.0,0.11294837920086495,0.0,0.0
-Toto-2.0-1B,81.54761904761905,42.35200647023204,0.0,2.4167769806179775,0.0,0.0
-Toto-2.0-2.5B,79.76190476190476,42.8032329067254,0.0,5.236902611304615,0.0,0.0
-Toto-2.0-313m,75.59523809523809,42.088190864136244,0.0,0.9865880503225806,0.0,0.0
-Toto-2.0-22m,75.0,42.320942130283335,0.0,0.2300832338301921,0.0,0.0
-TiRex,74.70238095238095,42.09146596586096,0.0,0.16472977363175062,0.0,0.0
-Chronos-2,69.3452380952381,40.960757337476025,0.0,0.14791438772454144,0.0,0.0
-citras-fm,64.58333333333333,39.04918118052987,0.0,0.12518068105908503,0.0,0.0
-FlowState,63.6904761904762,40.9054936267241,0.0,0.8205954025996205,0.16666666666666666,0.0
-TabPFN-TS,62.20238095238094,40.20371520247606,0.0,52.326198869129215,0.0,0.0
-Toto-1.0,61.60714285714286,38.100769058535434,0.0,5.0937543479594325,0.16666666666666666,0.0
-TimesFM-2.5,61.01190476190476,39.266493040907115,0.0,0.3095206282094962,0.16666666666666666,0.0
-Toto-2.0-4m,59.523809523809526,38.36462827294697,0.0,0.1810118077664009,0.0,0.0
-Stat. Ensemble,57.14285714285714,37.992090519620156,0.0,73.43481351955408,0.0,0.0
-Chronos-Bolt,52.08333333333333,35.534952430792764,0.0,0.1587546411616528,0.0,0.0
-AutoETS,50.89285714285714,36.76571988294681,0.0,1.5253584038361796,0.0,0.0
-TabPFN-TS-3,48.80952380952381,34.00880337940215,0.0,190.9822121554963,0.0,0.0
-Moirai-2.0,47.023809523809526,32.793225265991246,0.0,0.21986280235955058,0.16666666666666666,0.0
-AutoARIMA,45.833333333333336,34.44615311952015,0.0,6.5345976113161015,0.0,0.0
-AutoTheta,36.607142857142854,29.146207850323268,0.0,0.9578271612919038,0.0,0.0
-Drift,30.952380952380942,23.828649343246187,0.0,0.4198026182352941,0.0,0.0
-CatBoost,26.19047619047618,26.0945614678313,3.42108969184492,0.03905346701454776,0.0,0.0
-LightGBM,26.19047619047618,25.89068156049532,0.20454036927361854,0.03409663050126502,0.0,0.0
-DeepAR,25.595238095238095,21.869167576579297,546.7685936688092,0.18274403532732447,0.0,0.0
-PatchTST,22.321428571428566,19.911167839333967,310.3190003231231,0.1605401314516129,0.0,0.0
-Sundial-Base,18.45238095238095,17.532849869365606,0.0,8.00438149490214,0.0,0.0
-TFT,16.36904761904762,9.939963215759995,445.02348117965687,0.18857640938013914,0.0,0.0
-Naive,16.071428571428566,11.371958531244664,0.0,0.46331807906862743,0.0,0.0
-Seasonal Naive,11.309523809523812,0.0,0.0,0.41450250024509805,0.0,0.0
+TiRex-2,89.94252873563218,45.53906787899109,0.0,0.11294837920086495,0.0,0.0
+Toto-2.0-1B,82.18390804597699,42.35200647023204,0.0,2.4167769806179775,0.0,0.0
+Toto-2.0-2.5B,80.17241379310344,42.8032329067254,0.0,5.236902611304615,0.0,0.0
+Toto-2.0-313m,76.4367816091954,42.088190864136244,0.0,0.9865880503225806,0.0,0.0
+Toto-2.0-22m,75.86206896551724,42.320942130283335,0.0,0.2300832338301921,0.0,0.0
+TiRex,75.2873563218391,42.09146596586096,0.0,0.16472977363175062,0.0,0.0
+Chronos-2,69.82758620689656,40.960757337476025,0.0,0.14791438772454144,0.0,0.0
+citras-fm,65.22988505747126,39.04918118052987,0.0,0.12518068105908503,0.0,0.0
+FlowState,63.50574712643679,40.9054936267241,0.0,0.8205954025996205,0.16666666666666666,0.0
+TabPFN-TS,62.35632183908045,40.20371520247606,0.0,52.326198869129215,0.0,0.0
+Toto-1.0,62.35632183908045,38.100769058535434,0.0,5.0937543479594325,0.16666666666666666,0.0
+TimesFM-2.5,61.49425287356321,39.266493040907115,0.0,0.3095206282094962,0.16666666666666666,0.0
+Toto-2.0-4m,59.77011494252874,38.36462827294697,0.0,0.1810118077664009,0.0,0.0
+Stat. Ensemble,56.60919540229884,37.992090519620156,0.0,73.43481351955408,0.0,0.0
+Chronos-Bolt,52.01149425287357,35.534952430792764,0.0,0.1587546411616528,0.0,0.0
+AutoETS,51.14942528735632,36.76571988294681,0.0,1.5253584038361796,0.0,0.0
+TabPFN-TS-3,49.137931034482754,34.00880337940215,0.0,190.9822121554963,0.0,0.0
+Moirai-2.0,47.70114942528736,32.793225265991246,0.0,0.21986280235955058,0.16666666666666666,0.0
+AutoARIMA,45.689655172413794,34.44615311952015,0.0,6.5345976113161015,0.0,0.0
+TS-ICL,43.39080459770115,29.757321220508814,0.0,0.8407145490361518,0.0,0.0
+AutoTheta,36.49425287356322,29.146207850323268,0.0,0.9578271612919038,0.0,0.0
+Drift,30.747126436781603,23.828649343246187,0.0,0.4198026182352941,0.0,0.0
+LightGBM,26.149425287356316,25.89068156049532,0.20454036927361854,0.03409663050126502,0.0,0.0
+CatBoost,26.149425287356316,26.0945614678313,3.42108969184492,0.03905346701454776,0.0,0.0
+DeepAR,25.287356321839077,21.869167576579297,546.7685936688092,0.18274403532732447,0.0,0.0
+PatchTST,22.701149425287348,19.911167839333967,310.3190003231231,0.1605401314516129,0.0,0.0
+Sundial-Base,18.103448275862068,17.532849869365606,0.0,8.00438149490214,0.0,0.0
+TFT,16.379310344827587,9.939963215759995,445.02348117965687,0.18857640938013914,0.0,0.0
+Naive,16.091954022988503,11.371958531244664,0.0,0.46331807906862743,0.0,0.0
+Seasonal Naive,11.781609195402302,0.0,0.0,0.41450250024509805,0.0,0.0

tables/domain_econ/pairwise_WAPE.csv

@@ -10,10 +10,10 @@ TiRex-2,Stat. Ensemble,0.833,0.583,1.0,0.064,-0.008,0.14
 TiRex-2,Toto-1.0,0.917,0.75,1.0,0.124,0.043,0.2
 TiRex-2,TimesFM-2.5,0.917,0.75,1.0,0.097,0.043,0.154
 TiRex-2,CatBoost,0.833,0.583,1.0,0.107,-0.003,0.217
-TiRex-2,TabPFN-TS,0.75,0.5,1.0,0.088,0.001,0.173
 TiRex-2,FlowState,0.917,0.75,1.0,0.072,-0.004,0.126
+TiRex-2,TabPFN-TS,0.75,0.5,1.0,0.088,0.001,0.173
 TiRex-2,citras-fm,0.917,0.75,1.0,0.117,0.053,0.186
-TiRex-2,Toto-2.0-4m,0.917,0.75,1.0,0.132,0.068,0.203
+TiRex-2,AutoETS,0.917,0.75,1.0,0.112,0.051,0.185
 TiRex-2,Chronos-Bolt,1.0,1.0,1.0,0.168,0.089,0.254
 TiRex-2,Seasonal Naive,1.0,1.0,1.0,0.421,0.305,0.538
 Toto-2.0-1B,TiRex-2,0.417,0.167,0.667,-0.058,-0.156,0.019
@@ -27,10 +27,10 @@ Toto-2.0-1B,Stat. Ensemble,0.75,0.5,1.0,0.01,-0.138,0.106
 Toto-2.0-1B,Toto-1.0,0.667,0.417,0.917,0.073,-0.013,0.157
 Toto-2.0-1B,TimesFM-2.5,0.75,0.5,0.917,0.045,-0.002,0.093
 Toto-2.0-1B,CatBoost,0.75,0.5,1.0,0.056,-0.124,0.175
-Toto-2.0-1B,TabPFN-TS,0.75,0.5,1.0,0.036,-0.112,0.136
 Toto-2.0-1B,FlowState,0.75,0.5,1.0,0.019,-0.152,0.114
+Toto-2.0-1B,TabPFN-TS,0.75,0.5,1.0,0.036,-0.112,0.136
 Toto-2.0-1B,citras-fm,0.917,0.75,1.0,0.066,0.032,0.103
-Toto-2.0-1B,Toto-2.0-4m,0.917,0.75,1.0,0.082,-0.005,0.154
+Toto-2.0-1B,AutoETS,0.75,0.5,1.0,0.061,-0.038,0.14
 Toto-2.0-1B,Chronos-Bolt,0.833,0.583,1.0,0.12,0.045,0.197
 Toto-2.0-1B,Seasonal Naive,0.917,0.75,1.0,0.388,0.248,0.515
 Toto-2.0-2.5B,TiRex-2,0.417,0.167,0.75,-0.052,-0.132,0.021
@@ -44,10 +44,10 @@ Toto-2.0-2.5B,Stat. Ensemble,0.75,0.5,1.0,0.015,-0.114,0.104
 Toto-2.0-2.5B,Toto-1.0,0.667,0.417,0.917,0.078,-0.001,0.164
 Toto-2.0-2.5B,TimesFM-2.5,0.75,0.5,0.917,0.05,0.012,0.094
 Toto-2.0-2.5B,CatBoost,0.75,0.5,1.0,0.06,-0.104,0.172
-Toto-2.0-2.5B,TabPFN-TS,0.75,0.5,1.0,0.041,-0.09,0.131
 Toto-2.0-2.5B,FlowState,0.75,0.5,1.0,0.023,-0.13,0.115
+Toto-2.0-2.5B,TabPFN-TS,0.75,0.5,1.0,0.041,-0.09,0.131
 Toto-2.0-2.5B,citras-fm,0.833,0.583,1.0,0.07,0.035,0.107
-Toto-2.0-2.5B,Toto-2.0-4m,0.917,0.75,1.0,0.087,0.01,0.16
+Toto-2.0-2.5B,AutoETS,0.75,0.5,1.0,0.065,-0.017,0.138
 Toto-2.0-2.5B,Chronos-Bolt,0.833,0.583,1.0,0.124,0.054,0.199
 Toto-2.0-2.5B,Seasonal Naive,0.917,0.75,1.0,0.391,0.26,0.511
 Toto-2.0-313m,TiRex-2,0.25,0.0,0.5,-0.067,-0.156,0.007
@@ -61,10 +61,10 @@ Toto-2.0-313m,Stat. Ensemble,0.75,0.5,1.0,0.001,-0.131,0.091
 Toto-2.0-313m,Toto-1.0,0.667,0.417,0.917,0.065,-0.011,0.147
 Toto-2.0-313m,TimesFM-2.5,0.667,0.417,0.917,0.037,-0.004,0.079
 Toto-2.0-313m,CatBoost,0.833,0.583,1.0,0.047,-0.108,0.154
-Toto-2.0-313m,TabPFN-TS,0.75,0.5,1.0,0.027,-0.108,0.124
 Toto-2.0-313m,FlowState,0.75,0.5,1.0,0.01,-0.142,0.106
+Toto-2.0-313m,TabPFN-TS,0.75,0.5,1.0,0.027,-0.108,0.124
 Toto-2.0-313m,citras-fm,0.833,0.583,1.0,0.058,0.014,0.098
-Toto-2.0-313m,Toto-2.0-4m,0.833,0.583,1.0,0.074,0.005,0.14
+Toto-2.0-313m,AutoETS,0.667,0.417,0.917,0.052,-0.025,0.119
 Toto-2.0-313m,Chronos-Bolt,0.833,0.583,1.0,0.112,0.053,0.179
 Toto-2.0-313m,Seasonal Naive,0.917,0.75,1.0,0.383,0.252,0.506
 Toto-2.0-22m,TiRex-2,0.333,0.083,0.583,-0.073,-0.145,-0.018
@@ -78,10 +78,10 @@ Toto-2.0-22m,Stat. Ensemble,0.583,0.333,0.833,-0.004,-0.084,0.066
 Toto-2.0-22m,Toto-1.0,0.75,0.5,1.0,0.059,-0.005,0.12
 Toto-2.0-22m,TimesFM-2.5,0.667,0.417,0.917,0.031,-0.046,0.105
 Toto-2.0-22m,CatBoost,0.583,0.333,0.833,0.042,-0.064,0.136
-Toto-2.0-22m,TabPFN-TS,0.583,0.333,0.833,0.022,-0.074,0.112
 Toto-2.0-22m,FlowState,0.667,0.417,0.917,0.004,-0.084,0.08
+Toto-2.0-22m,TabPFN-TS,0.583,0.333,0.833,0.022,-0.074,0.112
 Toto-2.0-22m,citras-fm,0.75,0.5,1.0,0.052,-0.018,0.13
-Toto-2.0-22m,Toto-2.0-4m,1.0,1.0,1.0,0.069,0.048,0.092
+Toto-2.0-22m,AutoETS,0.833,0.583,1.0,0.047,-0.016,0.095
 Toto-2.0-22m,Chronos-Bolt,0.917,0.75,1.0,0.107,0.057,0.155
 Toto-2.0-22m,Seasonal Naive,0.917,0.75,1.0,0.379,0.262,0.497
 TiRex,TiRex-2,0.083,0.0,0.25,-0.076,-0.135,-0.023
@@ -95,10 +95,10 @@ TiRex,Stat. Ensemble,0.583,0.333,0.833,-0.007,-0.118,0.073
 TiRex,Toto-1.0,0.5,0.25,0.833,0.057,-0.011,0.131
 TiRex,TimesFM-2.5,0.833,0.667,1.0,0.029,-0.01,0.066
 TiRex,CatBoost,0.667,0.417,0.917,0.039,-0.111,0.151
-TiRex,TabPFN-TS,0.75,0.5,1.0,0.019,-0.098,0.11
 TiRex,FlowState,0.667,0.417,0.917,0.002,-0.132,0.081
+TiRex,TabPFN-TS,0.75,0.5,1.0,0.019,-0.098,0.11
 TiRex,citras-fm,0.583,0.333,0.833,0.05,0.012,0.089
-TiRex,Toto-2.0-4m,0.75,0.5,1.0,0.067,0.006,0.127
+TiRex,AutoETS,0.667,0.417,0.917,0.045,-0.022,0.113
 TiRex,Chronos-Bolt,0.917,0.75,1.0,0.105,0.043,0.176
 TiRex,Seasonal Naive,0.917,0.75,1.0,0.378,0.252,0.503
 Chronos-2,TiRex-2,0.25,0.0,0.5,-0.096,-0.178,-0.018
@@ -112,10 +112,10 @@ Chronos-2,Stat. Ensemble,0.667,0.417,0.917,-0.026,-0.142,0.05
 Chronos-2,Toto-1.0,0.5,0.25,0.833,0.039,-0.047,0.129
 Chronos-2,TimesFM-2.5,0.5,0.167,0.75,0.01,-0.025,0.05
 Chronos-2,CatBoost,0.583,0.333,0.833,0.021,-0.142,0.136
-Chronos-2,TabPFN-TS,0.667,0.417,0.917,0.0,-0.134,0.102
 Chronos-2,FlowState,0.583,0.333,0.833,-0.017,-0.169,0.081
+Chronos-2,TabPFN-TS,0.667,0.417,0.917,0.0,-0.134,0.102
 Chronos-2,citras-fm,0.583,0.333,0.833,0.032,-0.004,0.065
-Chronos-2,Toto-2.0-4m,0.583,0.333,0.833,0.049,-0.031,0.135
+Chronos-2,AutoETS,0.667,0.417,0.917,0.026,-0.04,0.085
 Chronos-2,Chronos-Bolt,0.75,0.5,1.0,0.087,0.014,0.175
 Chronos-2,Seasonal Naive,0.917,0.75,1.0,0.366,0.237,0.489
 Stat. Ensemble,TiRex-2,0.167,0.0,0.417,-0.068,-0.163,0.008
@@ -129,10 +129,10 @@ Stat. Ensemble,Stat. Ensemble,0.5,0.5,0.5,0.0,0.0,0.0
 Stat. Ensemble,Toto-1.0,0.583,0.25,0.833,0.064,-0.025,0.153
 Stat. Ensemble,TimesFM-2.5,0.5,0.25,0.75,0.036,-0.044,0.138
 Stat. Ensemble,CatBoost,0.5,0.25,0.75,0.046,-0.019,0.117
-Stat. Ensemble,TabPFN-TS,0.583,0.333,0.833,0.026,-0.033,0.082
 Stat. Ensemble,FlowState,0.667,0.417,0.917,0.009,-0.049,0.064
+Stat. Ensemble,TabPFN-TS,0.583,0.333,0.833,0.026,-0.033,0.082
 Stat. Ensemble,citras-fm,0.417,0.167,0.667,0.056,-0.041,0.172
-Stat. Ensemble,Toto-2.0-4m,0.583,0.333,0.833,0.073,-0.009,0.154
+Stat. Ensemble,AutoETS,0.75,0.5,1.0,0.051,0.006,0.104
 Stat. Ensemble,Chronos-Bolt,0.75,0.5,1.0,0.111,0.016,0.202
 Stat. Ensemble,Seasonal Naive,1.0,1.0,1.0,0.382,0.284,0.478
 Toto-1.0,TiRex-2,0.083,0.0,0.25,-0.141,-0.249,-0.045
@@ -146,10 +146,10 @@ Toto-1.0,Stat. Ensemble,0.417,0.167,0.75,-0.068,-0.181,0.024
 Toto-1.0,Toto-1.0,0.5,0.5,0.5,0.0,0.0,0.0
 Toto-1.0,TimesFM-2.5,0.583,0.333,0.833,-0.03,-0.139,0.05
 Toto-1.0,CatBoost,0.583,0.25,0.833,-0.019,-0.168,0.102
-Toto-1.0,TabPFN-TS,0.583,0.333,0.833,-0.04,-0.192,0.084
 Toto-1.0,FlowState,0.5,0.25,0.75,-0.059,-0.205,0.059
+Toto-1.0,TabPFN-TS,0.583,0.333,0.833,-0.04,-0.192,0.084
 Toto-1.0,citras-fm,0.5,0.167,0.75,-0.008,-0.106,0.078
-Toto-1.0,Toto-2.0-4m,0.5,0.248,0.75,0.01,-0.051,0.066
+Toto-1.0,AutoETS,0.5,0.25,0.75,-0.013,-0.1,0.062
 Toto-1.0,Chronos-Bolt,0.75,0.542,0.958,0.05,0.006,0.093
 Toto-1.0,Seasonal Naive,0.917,0.75,1.0,0.34,0.203,0.463
 TimesFM-2.5,TiRex-2,0.083,0.0,0.25,-0.108,-0.182,-0.045
@@ -163,10 +163,10 @@ TimesFM-2.5,Stat. Ensemble,0.5,0.25,0.75,-0.037,-0.161,0.042
 TimesFM-2.5,Toto-1.0,0.417,0.167,0.667,0.029,-0.053,0.122
 TimesFM-2.5,TimesFM-2.5,0.5,0.5,0.5,0.0,0.0,0.0
 TimesFM-2.5,CatBoost,0.667,0.417,0.917,0.011,-0.151,0.126
-TimesFM-2.5,TabPFN-TS,0.5,0.25,0.75,-0.01,-0.144,0.086
 TimesFM-2.5,FlowState,0.417,0.167,0.667,-0.028,-0.174,0.06
+TimesFM-2.5,TabPFN-TS,0.5,0.25,0.75,-0.01,-0.144,0.086
 TimesFM-2.5,citras-fm,0.667,0.417,0.917,0.021,-0.032,0.058
-TimesFM-2.5,Toto-2.0-4m,0.583,0.333,0.833,0.039,-0.044,0.124
+TimesFM-2.5,AutoETS,0.583,0.331,0.833,0.016,-0.058,0.087
 TimesFM-2.5,Chronos-Bolt,0.667,0.417,0.875,0.078,0.002,0.167
 TimesFM-2.5,Seasonal Naive,0.917,0.75,1.0,0.359,0.235,0.479
 CatBoost,TiRex-2,0.167,0.0,0.417,-0.12,-0.278,0.003
@@ -180,29 +180,12 @@ CatBoost,Stat. Ensemble,0.5,0.25,0.75,-0.048,-0.133,0.018
 CatBoost,Toto-1.0,0.417,0.167,0.75,0.019,-0.114,0.144
 CatBoost,TimesFM-2.5,0.333,0.083,0.583,-0.011,-0.145,0.131
 CatBoost,CatBoost,0.5,0.5,0.5,0.0,0.0,0.0
-CatBoost,TabPFN-TS,0.5,0.25,0.75,-0.021,-0.113,0.061
 CatBoost,FlowState,0.5,0.25,0.75,-0.039,-0.146,0.029
+CatBoost,TabPFN-TS,0.5,0.25,0.75,-0.021,-0.113,0.061
 CatBoost,citras-fm,0.5,0.25,0.75,0.011,-0.143,0.169
-CatBoost,Toto-2.0-4m,0.583,0.25,0.833,0.028,-0.083,0.129
+CatBoost,AutoETS,0.583,0.25,0.833,0.006,-0.085,0.101
 CatBoost,Chronos-Bolt,0.583,0.25,0.833,0.068,-0.042,0.181
 CatBoost,Seasonal Naive,1.0,1.0,1.0,0.352,0.249,0.443
-TabPFN-TS,TiRex-2,0.25,0.0,0.5,-0.097,-0.209,-0.001
-TabPFN-TS,Toto-2.0-1B,0.25,0.0,0.5,-0.037,-0.158,0.101
-TabPFN-TS,Toto-2.0-2.5B,0.25,0.0,0.5,-0.042,-0.151,0.082
-TabPFN-TS,Toto-2.0-313m,0.25,0.0,0.5,-0.028,-0.142,0.097
-TabPFN-TS,Toto-2.0-22m,0.417,0.167,0.667,-0.022,-0.126,0.069
-TabPFN-TS,TiRex,0.25,0.0,0.5,-0.02,-0.124,0.089
-TabPFN-TS,Chronos-2,0.333,0.083,0.583,-0.0,-0.113,0.119
-TabPFN-TS,Stat. Ensemble,0.417,0.167,0.667,-0.027,-0.089,0.032
-TabPFN-TS,Toto-1.0,0.417,0.167,0.667,0.039,-0.092,0.161
-TabPFN-TS,TimesFM-2.5,0.5,0.25,0.75,0.01,-0.095,0.126
-TabPFN-TS,CatBoost,0.5,0.25,0.75,0.021,-0.065,0.101
-TabPFN-TS,TabPFN-TS,0.5,0.5,0.5,0.0,0.0,0.0
-TabPFN-TS,FlowState,0.333,0.083,0.583,-0.018,-0.086,0.053
-TabPFN-TS,citras-fm,0.5,0.25,0.75,0.031,-0.101,0.16
-TabPFN-TS,Toto-2.0-4m,0.583,0.331,0.833,0.048,-0.067,0.151
-TabPFN-TS,Chronos-Bolt,0.583,0.331,0.833,0.087,-0.047,0.2
-TabPFN-TS,Seasonal Naive,1.0,1.0,1.0,0.365,0.273,0.457
 FlowState,TiRex-2,0.083,0.0,0.25,-0.078,-0.144,0.004
 FlowState,Toto-2.0-1B,0.25,0.0,0.5,-0.019,-0.129,0.132
 FlowState,Toto-2.0-2.5B,0.25,0.0,0.5,-0.024,-0.13,0.115
@@ -214,12 +197,29 @@ FlowState,Stat. Ensemble,0.333,0.083,0.583,-0.009,-0.068,0.047
 FlowState,Toto-1.0,0.5,0.25,0.75,0.056,-0.062,0.17
 FlowState,TimesFM-2.5,0.583,0.333,0.833,0.027,-0.064,0.149
 FlowState,CatBoost,0.5,0.25,0.75,0.038,-0.03,0.127
-FlowState,TabPFN-TS,0.667,0.417,0.917,0.018,-0.056,0.079
 FlowState,FlowState,0.5,0.5,0.5,0.0,0.0,0.0
+FlowState,TabPFN-TS,0.667,0.417,0.917,0.018,-0.056,0.079
 FlowState,citras-fm,0.417,0.167,0.667,0.048,-0.056,0.183
-FlowState,Toto-2.0-4m,0.417,0.167,0.667,0.065,-0.028,0.157
+FlowState,AutoETS,0.5,0.25,0.75,0.043,-0.045,0.131
 FlowState,Chronos-Bolt,0.583,0.332,0.833,0.103,-0.011,0.214
 FlowState,Seasonal Naive,0.917,0.75,1.0,0.376,0.258,0.488
+TabPFN-TS,TiRex-2,0.25,0.0,0.5,-0.097,-0.209,-0.001
+TabPFN-TS,Toto-2.0-1B,0.25,0.0,0.5,-0.037,-0.158,0.101
+TabPFN-TS,Toto-2.0-2.5B,0.25,0.0,0.5,-0.042,-0.151,0.082
+TabPFN-TS,Toto-2.0-313m,0.25,0.0,0.5,-0.028,-0.142,0.097
+TabPFN-TS,Toto-2.0-22m,0.417,0.167,0.667,-0.022,-0.126,0.069
+TabPFN-TS,TiRex,0.25,0.0,0.5,-0.02,-0.124,0.089
+TabPFN-TS,Chronos-2,0.333,0.083,0.583,-0.0,-0.113,0.119
+TabPFN-TS,Stat. Ensemble,0.417,0.167,0.667,-0.027,-0.089,0.032
+TabPFN-TS,Toto-1.0,0.417,0.167,0.667,0.039,-0.092,0.161
+TabPFN-TS,TimesFM-2.5,0.5,0.25,0.75,0.01,-0.095,0.126
+TabPFN-TS,CatBoost,0.5,0.25,0.75,0.021,-0.065,0.101
+TabPFN-TS,FlowState,0.333,0.083,0.583,-0.018,-0.086,0.053
+TabPFN-TS,TabPFN-TS,0.5,0.5,0.5,0.0,0.0,0.0
+TabPFN-TS,citras-fm,0.5,0.25,0.75,0.031,-0.101,0.16
+TabPFN-TS,AutoETS,0.667,0.417,0.917,0.026,-0.063,0.099
+TabPFN-TS,Chronos-Bolt,0.583,0.331,0.833,0.087,-0.047,0.2
+TabPFN-TS,Seasonal Naive,1.0,1.0,1.0,0.365,0.273,0.457
 citras-fm,TiRex-2,0.083,0.0,0.25,-0.132,-0.229,-0.056
 citras-fm,Toto-2.0-1B,0.083,0.0,0.25,-0.071,-0.115,-0.033
 citras-fm,Toto-2.0-2.5B,0.167,0.0,0.417,-0.076,-0.119,-0.036
@@ -231,29 +231,29 @@ citras-fm,Stat. Ensemble,0.583,0.333,0.833,-0.06,-0.208,0.04
 citras-fm,Toto-1.0,0.5,0.25,0.833,0.008,-0.085,0.096
 citras-fm,TimesFM-2.5,0.333,0.083,0.583,-0.022,-0.062,0.031
 citras-fm,CatBoost,0.5,0.25,0.75,-0.011,-0.203,0.125
-citras-fm,TabPFN-TS,0.5,0.25,0.75,-0.032,-0.191,0.092
 citras-fm,FlowState,0.583,0.333,0.833,-0.051,-0.224,0.053
+citras-fm,TabPFN-TS,0.5,0.25,0.75,-0.032,-0.191,0.092
 citras-fm,citras-fm,0.5,0.5,0.5,0.0,0.0,0.0
-citras-fm,Toto-2.0-4m,0.583,0.333,0.833,0.018,-0.074,0.1
+citras-fm,AutoETS,0.583,0.333,0.833,-0.005,-0.096,0.076
 citras-fm,Chronos-Bolt,0.667,0.417,0.917,0.058,-0.021,0.147
 citras-fm,Seasonal Naive,0.917,0.75,1.0,0.345,0.198,0.487
-Toto-2.0-4m,TiRex-2,0.083,0.0,0.25,-0.152,-0.255,-0.073
-Toto-2.0-4m,Toto-2.0-1B,0.083,0.0,0.25,-0.09,-0.182,0.005
-Toto-2.0-4m,Toto-2.0-2.5B,0.083,0.0,0.25,-0.095,-0.19,-0.011
-Toto-2.0-4m,Toto-2.0-313m,0.167,0.0,0.417,-0.08,-0.163,-0.005
-Toto-2.0-4m,Toto-2.0-22m,0.0,0.0,0.0,-0.074,-0.101,-0.051
-Toto-2.0-4m,TiRex,0.25,0.0,0.5,-0.071,-0.145,-0.006
-Toto-2.0-4m,Chronos-2,0.417,0.167,0.667,-0.051,-0.155,0.03
-Toto-2.0-4m,Stat. Ensemble,0.417,0.167,0.667,-0.079,-0.182,0.009
-Toto-2.0-4m,Toto-1.0,0.5,0.25,0.752,-0.01,-0.071,0.048
-Toto-2.0-4m,TimesFM-2.5,0.417,0.167,0.667,-0.04,-0.142,0.043
-Toto-2.0-4m,CatBoost,0.417,0.167,0.75,-0.029,-0.148,0.077
-Toto-2.0-4m,TabPFN-TS,0.417,0.167,0.669,-0.051,-0.178,0.063
-Toto-2.0-4m,FlowState,0.583,0.333,0.833,-0.069,-0.186,0.027
-Toto-2.0-4m,citras-fm,0.417,0.167,0.667,-0.018,-0.111,0.069
-Toto-2.0-4m,Toto-2.0-4m,0.5,0.5,0.5,0.0,0.0,0.0
-Toto-2.0-4m,Chronos-Bolt,0.75,0.5,1.0,0.041,0.002,0.082
-Toto-2.0-4m,Seasonal Naive,0.917,0.75,1.0,0.333,0.197,0.46
+AutoETS,TiRex-2,0.083,0.0,0.25,-0.126,-0.227,-0.054
+AutoETS,Toto-2.0-1B,0.25,0.0,0.5,-0.065,-0.163,0.036
+AutoETS,Toto-2.0-2.5B,0.25,0.0,0.5,-0.07,-0.16,0.017
+AutoETS,Toto-2.0-313m,0.333,0.083,0.583,-0.055,-0.135,0.025
+AutoETS,Toto-2.0-22m,0.167,0.0,0.417,-0.049,-0.105,0.016
+AutoETS,TiRex,0.333,0.083,0.583,-0.047,-0.127,0.022
+AutoETS,Chronos-2,0.333,0.083,0.583,-0.027,-0.093,0.039
+AutoETS,Stat. Ensemble,0.25,0.0,0.5,-0.054,-0.115,-0.006
+AutoETS,Toto-1.0,0.5,0.25,0.75,0.013,-0.066,0.091
+AutoETS,TimesFM-2.5,0.417,0.167,0.669,-0.016,-0.095,0.055
+AutoETS,CatBoost,0.417,0.167,0.75,-0.006,-0.113,0.079
+AutoETS,FlowState,0.5,0.25,0.75,-0.045,-0.151,0.043
+AutoETS,TabPFN-TS,0.333,0.083,0.583,-0.027,-0.11,0.059
+AutoETS,citras-fm,0.417,0.167,0.667,0.005,-0.082,0.088
+AutoETS,AutoETS,0.5,0.5,0.5,0.0,0.0,0.0
+AutoETS,Chronos-Bolt,0.667,0.333,0.917,0.063,-0.003,0.135
+AutoETS,Seasonal Naive,1.0,1.0,1.0,0.348,0.248,0.455
 Chronos-Bolt,TiRex-2,0.0,0.0,0.0,-0.201,-0.34,-0.098
 Chronos-Bolt,Toto-2.0-1B,0.167,0.0,0.417,-0.136,-0.246,-0.047
 Chronos-Bolt,Toto-2.0-2.5B,0.167,0.0,0.417,-0.142,-0.249,-0.058
@@ -265,10 +265,10 @@ Chronos-Bolt,Stat. Ensemble,0.25,0.0,0.5,-0.125,-0.253,-0.016
 Chronos-Bolt,Toto-1.0,0.25,0.042,0.458,-0.053,-0.102,-0.006
 Chronos-Bolt,TimesFM-2.5,0.333,0.125,0.583,-0.084,-0.2,-0.002
 Chronos-Bolt,CatBoost,0.417,0.167,0.75,-0.073,-0.221,0.041
-Chronos-Bolt,TabPFN-TS,0.417,0.167,0.669,-0.095,-0.249,0.045
 Chronos-Bolt,FlowState,0.417,0.167,0.668,-0.115,-0.272,0.01
+Chronos-Bolt,TabPFN-TS,0.417,0.167,0.669,-0.095,-0.249,0.045
 Chronos-Bolt,citras-fm,0.333,0.083,0.583,-0.061,-0.173,0.021
-Chronos-Bolt,Toto-2.0-4m,0.25,0.0,0.5,-0.042,-0.089,-0.002
+Chronos-Bolt,AutoETS,0.333,0.083,0.667,-0.067,-0.156,0.003
 Chronos-Bolt,Chronos-Bolt,0.5,0.5,0.5,0.0,0.0,0.0
 Chronos-Bolt,Seasonal Naive,0.833,0.583,1.0,0.305,0.17,0.432
 Seasonal Naive,TiRex-2,0.0,0.0,0.0,-0.728,-1.165,-0.439
@@ -282,9 +282,9 @@ Seasonal Naive,Stat. Ensemble,0.0,0.0,0.0,-0.618,-0.915,-0.396
 Seasonal Naive,Toto-1.0,0.083,0.0,0.25,-0.515,-0.863,-0.255
 Seasonal Naive,TimesFM-2.5,0.083,0.0,0.25,-0.56,-0.92,-0.308
 Seasonal Naive,CatBoost,0.0,0.0,0.0,-0.543,-0.796,-0.331
-Seasonal Naive,TabPFN-TS,0.0,0.0,0.0,-0.576,-0.842,-0.375
 Seasonal Naive,FlowState,0.083,0.0,0.25,-0.604,-0.954,-0.348
+Seasonal Naive,TabPFN-TS,0.0,0.0,0.0,-0.576,-0.842,-0.375
 Seasonal Naive,citras-fm,0.083,0.0,0.25,-0.526,-0.95,-0.247
-Seasonal Naive,Toto-2.0-4m,0.083,0.0,0.25,-0.5,-0.851,-0.245
+Seasonal Naive,AutoETS,0.0,0.0,0.0,-0.535,-0.834,-0.33
 Seasonal Naive,Chronos-Bolt,0.167,0.0,0.417,-0.438,-0.76,-0.205
 Seasonal Naive,Seasonal Naive,0.5,0.5,0.5,0.0,0.0,0.0

tables/domain_energy/leaderboard_MASE.csv

@@ -1,30 +1,31 @@
 model_name,win_rate,skill_score,median_training_time_s_per100,median_inference_time_s_per100,training_corpus_overlap,num_failures
-Chronos-2,84.34065934065931,35.398351985937104,0.0,3.4120501715909093,0.0,0.0
-Toto-2.0-1B,76.64835164835165,27.64063711794009,0.0,3.1623076374715904,0.0,0.0
-Toto-2.0-2.5B,76.37362637362638,27.403361161284135,0.0,6.4650776003125,0.0,0.0
-TiRex-2,75.41208791208793,32.34547171146631,0.0,1.0366915774648078,0.0,0.0
-TabPFN-TS-3,75.13736263736266,34.00489490838103,0.0,822.0435218492969,0.0,0.0
-Toto-2.0-313m,74.17582417582416,27.247610226794162,0.0,1.5456846913541669,0.0,0.0
-citras-fm,70.74175824175822,29.70839682432842,0.0,7.748614246350674,0.0,0.0
-TiRex,65.79670329670327,25.111125954829205,0.0,1.3324642875,0.038461538461538464,0.0
-TabPFN-TS,64.01098901098902,29.948417313219487,0.0,308.48925294219475,0.0,0.0
-TimesFM-2.5,62.63736263736263,24.470577229456005,0.0,35.73234459616477,0.15384615384615385,0.0
-Toto-2.0-22m,62.22527472527473,25.222517255488896,0.0,0.7798815821022727,0.0,0.0
-Chronos-Bolt,59.2032967032967,24.79493112223894,0.0,1.1602838375000002,0.0,0.0
-FlowState,58.1043956043956,24.74097538777954,0.0,3.7859752799626865,0.15384615384615385,0.0
-Moirai-2.0,56.730769230769226,23.276855703905884,0.0,2.549116965535714,0.3076923076923077,0.0
-Toto-2.0-4m,53.84615384615385,21.834602126597346,0.0,0.7024468823376624,0.0,0.0
-Sundial-Base,53.84615384615385,25.973733886600225,0.0,8.734264116875,0.038461538461538464,0.0
-Toto-1.0,53.708791208791204,22.17352687153604,0.0,64.32606581959577,0.15384615384615385,0.0
-TFT,47.11538461538463,24.332626654075018,7067.210990843215,5.868696277689394,0.0,0.0
-DeepAR,41.964285714285715,20.515410969632153,13498.838423148572,8.687442574285715,0.0,11.538461538461538
-PatchTST,39.14835164835164,18.853426287300014,7221.856288165601,6.349855852499999,0.0,0.0
-CatBoost,38.73626373626372,17.15191259995018,498.1807509,5.586804820681818,0.0,0.0
-LightGBM,35.989010989010985,14.854815383201469,47.29828941238095,4.303395228143939,0.0,0.0
-Stat. Ensemble,26.717032967032967,4.447406228151163,0.0,2051.548594149911,0.0,7.6923076923076925
-AutoARIMA,25.20604395604395,2.212327431466543,0.0,1885.5145473599553,0.0,7.6923076923076925
-Seasonal Naive,21.01648351648351,0.0,0.0,1.042975715,0.0,0.0
-AutoTheta,19.36813186813187,1.1815956958414753,0.0,6.6345268946875,0.0,0.0
-AutoETS,14.835164835164832,-34.97549884253801,0.0,13.387819541051137,0.0,0.0
-Naive,12.156593406593405,-44.773921203129,0.0,1.0805920684374999,0.0,0.0
-Drift,4.807692307692308,-52.29912347479908,0.0,1.081847729375,0.0,0.0
+Chronos-2,84.35013262599469,35.398351985937104,0.0,3.4120501715909093,0.0,0.0
+Toto-2.0-1B,75.86206896551724,27.64063711794009,0.0,3.1623076374715904,0.0,0.0
+Toto-2.0-2.5B,75.72944297082229,27.403361161284135,0.0,6.4650776003125,0.0,0.0
+TiRex-2,74.9336870026525,32.34547171146631,0.0,1.0366915774648078,0.0,0.0
+TabPFN-TS-3,74.80106100795759,34.00489490838103,0.0,822.0435218492969,0.0,0.0
+Toto-2.0-313m,73.60742705570293,27.247610226794162,0.0,1.5456846913541669,0.0,0.0
+citras-fm,70.026525198939,29.70839682432842,0.0,7.748614246350674,0.0,0.0
+TS-ICL,67.6392572944297,29.724948642495818,0.0,3.3364023637841456,0.0,0.0
+TiRex,65.11936339522545,25.111125954829205,0.0,1.3324642875,0.038461538461538464,0.0
+TabPFN-TS,63.12997347480107,29.948417313219487,0.0,308.48925294219475,0.0,0.0
+Toto-2.0-22m,61.67108753315651,25.222517255488896,0.0,0.7798815821022727,0.0,0.0
+TimesFM-2.5,61.53846153846153,24.470577229456005,0.0,35.73234459616477,0.15384615384615385,0.0
+Chronos-Bolt,58.48806366047745,24.79493112223894,0.0,1.1602838375000002,0.0,0.0
+FlowState,57.29442970822281,24.74097538777954,0.0,3.7859752799626865,0.15384615384615385,0.0
+Moirai-2.0,55.83554376657824,23.276855703905884,0.0,2.549116965535714,0.3076923076923077,0.0
+Toto-2.0-4m,53.18302387267904,21.834602126597346,0.0,0.7024468823376624,0.0,0.0
+Sundial-Base,53.05039787798408,25.973733886600225,0.0,8.734264116875,0.038461538461538464,0.0
+Toto-1.0,52.785145888594165,22.17352687153604,0.0,64.32606581959577,0.15384615384615385,0.0
+TFT,46.551724137931046,24.332626654075018,7067.210990843215,5.868696277689394,0.0,0.0
+DeepAR,41.44562334217506,20.515410969632153,13498.838423148572,8.687442574285715,0.0,11.538461538461538
+PatchTST,38.594164456233415,18.853426287300014,7221.856288165601,6.349855852499999,0.0,0.0
+CatBoost,37.931034482758605,17.15191259995018,498.1807509,5.586804820681818,0.0,0.0
+LightGBM,35.14588859416445,14.854815383201469,47.29828941238095,4.303395228143939,0.0,0.0
+Stat. Ensemble,26.061007957559678,4.447406228151163,0.0,2051.548594149911,0.0,7.6923076923076925
+AutoARIMA,24.46949602122016,2.212327431466543,0.0,1885.5145473599553,0.0,7.6923076923076925
+Seasonal Naive,20.689655172413786,0.0,0.0,1.042975715,0.0,0.0
+AutoTheta,18.83289124668435,1.1815956958414753,0.0,6.6345268946875,0.0,0.0
+AutoETS,14.72148541114058,-34.97549884253801,0.0,13.387819541051137,0.0,0.0
+Naive,11.870026525198938,-44.773921203129,0.0,1.0805920684374999,0.0,0.0
+Drift,4.641909814323608,-52.29912347479908,0.0,1.081847729375,0.0,0.0

tables/domain_energy/leaderboard_SQL.csv

@@ -1,30 +1,31 @@
 model_name,win_rate,skill_score,median_training_time_s_per100,median_inference_time_s_per100,training_corpus_overlap,num_failures
-Chronos-2,85.43956043956042,43.696037899366445,0.0,3.4120501715909093,0.0,0.0
-Toto-2.0-1B,80.35714285714286,37.19233498724061,0.0,3.1623076374715904,0.0,0.0
-TiRex-2,79.94505494505495,40.955040522328076,0.0,1.0366915774648078,0.0,0.0
-Toto-2.0-2.5B,79.53296703296704,36.942973998246586,0.0,6.4650776003125,0.0,0.0
-TabPFN-TS-3,77.60989010989012,42.12648526492014,0.0,822.0435218492969,0.0,0.0
-Toto-2.0-313m,76.92307692307693,36.69282240000613,0.0,1.5456846913541669,0.0,0.0
-TiRex,70.46703296703299,34.44791484004565,0.0,1.3324642875,0.038461538461538464,0.0
-citras-fm,69.36813186813185,37.06311174153901,0.0,7.748614246350674,0.0,0.0
-TabPFN-TS,67.71978021978022,38.63838178079146,0.0,308.48925294219475,0.0,0.0
-Toto-2.0-22m,67.3076923076923,34.72199927167168,0.0,0.7798815821022727,0.0,0.0
-TimesFM-2.5,64.28571428571429,33.040194549839576,0.0,35.73234459616477,0.15384615384615385,0.0
-FlowState,59.203296703296694,32.4100685185642,0.0,3.7859752799626865,0.15384615384615385,0.0
-Chronos-Bolt,57.829670329670336,32.881689430291104,0.0,1.1602838375000002,0.0,0.0
-Moirai-2.0,56.730769230769226,31.52282472603488,0.0,2.549116965535714,0.3076923076923077,0.0
-Toto-2.0-4m,56.31868131868132,31.473352334477845,0.0,0.7024468823376624,0.0,0.0
-Toto-1.0,55.21978021978021,31.112045696230428,0.0,64.32606581959577,0.15384615384615385,0.0
-TFT,52.06043956043956,32.085719324643314,7067.210990843215,5.868696277689394,0.0,0.0
-Sundial-Base,43.95604395604395,28.52842311909273,0.0,8.734264116875,0.038461538461538464,0.0
-DeepAR,43.0631868131868,26.66949092254881,13498.838423148572,8.687442574285715,0.0,11.538461538461538
-PatchTST,42.3076923076923,25.60679591439182,7221.856288165601,6.349855852499999,0.0,0.0
-AutoARIMA,28.640109890109887,9.139931178596383,0.0,1885.5145473599553,0.0,7.6923076923076925
-Stat. Ensemble,26.304945054945055,6.196332966589502,0.0,2051.548594149911,0.0,7.6923076923076925
-CatBoost,25.13736263736263,8.874064288365757,498.1807509,5.586804820681818,0.0,0.0
-LightGBM,21.84065934065934,6.34745033907752,47.29828941238095,4.303395228143939,0.0,0.0
-Seasonal Naive,18.40659340659341,0.0,0.0,1.042975715,0.0,0.0
-AutoETS,17.170329670329668,-30.210229740669558,0.0,13.387819541051137,0.0,0.0
-AutoTheta,15.247252747252743,-10.643501874241924,0.0,6.6345268946875,0.0,0.0
-Naive,8.585164835164836,-60.57154490567112,0.0,1.0805920684374999,0.0,0.0
-Drift,3.021978021978022,-67.3016518958006,0.0,1.081847729375,0.0,0.0
+Chronos-2,85.41114058355438,43.696037899366445,0.0,3.4120501715909093,0.0,0.0
+TiRex-2,79.70822281167108,40.955040522328076,0.0,1.0366915774648078,0.0,0.0
+Toto-2.0-1B,79.57559681697613,37.19233498724061,0.0,3.1623076374715904,0.0,0.0
+Toto-2.0-2.5B,78.77984084880636,36.942973998246586,0.0,6.4650776003125,0.0,0.0
+TabPFN-TS-3,77.18832891246686,42.12648526492014,0.0,822.0435218492969,0.0,0.0
+Toto-2.0-313m,76.25994694960212,36.69282240000613,0.0,1.5456846913541669,0.0,0.0
+TS-ICL,69.76127320954907,38.54265308034851,0.0,3.3364023637841456,0.0,0.0
+TiRex,69.76127320954907,34.44791484004565,0.0,1.3324642875,0.038461538461538464,0.0
+citras-fm,68.56763925729442,37.06311174153901,0.0,7.748614246350674,0.0,0.0
+Toto-2.0-22m,66.71087533156499,34.72199927167168,0.0,0.7798815821022727,0.0,0.0
+TabPFN-TS,66.57824933687003,38.63838178079146,0.0,308.48925294219475,0.0,0.0
+TimesFM-2.5,63.395225464190986,33.040194549839576,0.0,35.73234459616477,0.15384615384615385,0.0
+FlowState,58.48806366047745,32.4100685185642,0.0,3.7859752799626865,0.15384615384615385,0.0
+Chronos-Bolt,57.02917771883288,32.881689430291104,0.0,1.1602838375000002,0.0,0.0
+Moirai-2.0,55.57029177718832,31.52282472603488,0.0,2.549116965535714,0.3076923076923077,0.0
+Toto-2.0-4m,55.57029177718832,31.473352334477845,0.0,0.7024468823376624,0.0,0.0
+Toto-1.0,54.111405835543756,31.112045696230428,0.0,64.32606581959577,0.15384615384615385,0.0
+TFT,51.32625994694961,32.085719324643314,7067.210990843215,5.868696277689394,0.0,0.0
+Sundial-Base,43.10344827586206,28.52842311909273,0.0,8.734264116875,0.038461538461538464,0.0
+DeepAR,42.24137931034482,26.66949092254881,13498.838423148572,8.687442574285715,0.0,11.538461538461538
+PatchTST,41.511936339522535,25.60679591439182,7221.856288165601,6.349855852499999,0.0,0.0
+AutoARIMA,27.78514588859416,9.139931178596383,0.0,1885.5145473599553,0.0,7.6923076923076925
+Stat. Ensemble,25.53050397877984,6.196332966589502,0.0,2051.548594149911,0.0,7.6923076923076925
+CatBoost,24.40318302387267,8.874064288365757,498.1807509,5.586804820681818,0.0,0.0
+LightGBM,21.22015915119363,6.34745033907752,47.29828941238095,4.303395228143939,0.0,0.0
+Seasonal Naive,17.77188328912467,0.0,0.0,1.042975715,0.0,0.0
+AutoETS,16.710875331564985,-30.210229740669558,0.0,13.387819541051137,0.0,0.0
+AutoTheta,14.72148541114058,-10.643501874241924,0.0,6.6345268946875,0.0,0.0
+Naive,8.289124668435013,-60.57154490567112,0.0,1.0805920684374999,0.0,0.0
+Drift,2.9177718832891246,-67.3016518958006,0.0,1.081847729375,0.0,0.0

tables/domain_energy/leaderboard_WAPE.csv

@@ -1,30 +1,31 @@
 model_name,win_rate,skill_score,median_training_time_s_per100,median_inference_time_s_per100,training_corpus_overlap,num_failures
-Chronos-2,82.28021978021978,37.557901536977845,0.0,3.4120501715909093,0.0,0.0
-Toto-2.0-1B,75.54945054945054,31.032868019309202,0.0,3.1623076374715904,0.0,0.0
-Toto-2.0-313m,75.13736263736264,30.705322754813878,0.0,1.5456846913541669,0.0,0.0
-Toto-2.0-2.5B,72.93956043956042,30.308651726585033,0.0,6.4650776003125,0.0,0.0
-TiRex-2,70.87912087912088,34.43124058342566,0.0,1.0366915774648078,0.0,0.0
-TabPFN-TS-3,70.1923076923077,34.61666637481101,0.0,822.0435218492969,0.0,0.0
-citras-fm,68.26923076923076,31.682561212984318,0.0,7.748614246350674,0.0,0.0
-Toto-2.0-22m,64.83516483516483,28.863859566477203,0.0,0.7798815821022727,0.0,0.0
-TiRex,61.263736263736256,27.322662354204475,0.0,1.3324642875,0.038461538461538464,0.0
-TimesFM-2.5,60.027472527472526,26.65794953458317,0.0,35.73234459616477,0.15384615384615385,0.0
-TabPFN-TS,59.75274725274725,30.36322876478197,0.0,308.48925294219475,0.0,0.0
-Chronos-Bolt,56.31868131868132,26.606852502371968,0.0,1.1602838375000002,0.0,0.0
-Moirai-2.0,55.90659340659341,25.99988075597758,0.0,2.549116965535714,0.3076923076923077,0.0
-FlowState,52.88461538461539,26.89142712985859,0.0,3.7859752799626865,0.15384615384615385,0.0
-Sundial-Base,52.33516483516484,28.265544600882,0.0,8.734264116875,0.038461538461538464,0.0
-Toto-1.0,50.96153846153847,24.207524581618266,0.0,64.32606581959577,0.15384615384615385,0.0
-TFT,49.587912087912095,26.59412613673687,7067.210990843215,5.868696277689394,0.0,0.0
-Toto-2.0-4m,48.489010989010985,23.82250300845572,0.0,0.7024468823376624,0.0,0.0
-PatchTST,43.26923076923078,20.65325504182872,7221.856288165601,6.349855852499999,0.0,0.0
-DeepAR,41.1401098901099,21.82047445619971,13498.838423148572,8.687442574285715,0.0,11.538461538461538
-LightGBM,40.79670329670329,20.63835609604817,47.29828941238095,4.303395228143939,0.0,0.0
-CatBoost,39.28571428571428,20.174610152005823,498.1807509,5.586804820681818,0.0,0.0
-Stat. Ensemble,33.44780219780219,8.430993583997726,0.0,2051.548594149911,0.0,7.6923076923076925
-AutoARIMA,24.381868131868128,3.8316800542679386,0.0,1885.5145473599553,0.0,7.6923076923076925
-AutoETS,22.52747252747253,-24.06197476117884,0.0,13.387819541051137,0.0,0.0
-Naive,22.18406593406593,-29.595393529303713,0.0,1.0805920684374999,0.0,0.0
-AutoTheta,21.428571428571423,4.200265666572001,0.0,6.6345268946875,0.0,0.0
-Seasonal Naive,19.642857142857135,0.0,0.0,1.042975715,0.0,0.0
-Drift,14.285714285714288,-36.91555319026642,0.0,1.081847729375,0.0,0.0
+Chronos-2,82.09549071618036,37.557901536977845,0.0,3.4120501715909093,0.0,0.0
+Toto-2.0-313m,74.53580901856766,30.705322754813878,0.0,1.5456846913541669,0.0,0.0
+Toto-2.0-1B,74.53580901856765,31.032868019309202,0.0,3.1623076374715904,0.0,0.0
+Toto-2.0-2.5B,72.01591511936338,30.308651726585033,0.0,6.4650776003125,0.0,0.0
+TS-ICL,71.0875331564987,34.05152672280454,0.0,3.3364023637841456,0.0,0.0
+TiRex-2,70.15915119363395,34.43124058342566,0.0,1.0366915774648078,0.0,0.0
+TabPFN-TS-3,69.62864721485411,34.61666637481101,0.0,822.0435218492969,0.0,0.0
+citras-fm,67.24137931034481,31.682561212984318,0.0,7.748614246350674,0.0,0.0
+Toto-2.0-22m,64.05835543766578,28.863859566477203,0.0,0.7798815821022727,0.0,0.0
+TiRex,60.742705570291776,27.322662354204475,0.0,1.3324642875,0.038461538461538464,0.0
+TimesFM-2.5,59.0185676392573,26.65794953458317,0.0,35.73234459616477,0.15384615384615385,0.0
+TabPFN-TS,58.88594164456234,30.36322876478197,0.0,308.48925294219475,0.0,0.0
+Chronos-Bolt,55.83554376657824,26.606852502371968,0.0,1.1602838375000002,0.0,0.0
+Moirai-2.0,55.03978779840848,25.99988075597758,0.0,2.549116965535714,0.3076923076923077,0.0
+FlowState,52.122015915119356,26.89142712985859,0.0,3.7859752799626865,0.15384615384615385,0.0
+Sundial-Base,51.45888594164456,28.265544600882,0.0,8.734264116875,0.038461538461538464,0.0
+Toto-1.0,49.86737400530503,24.207524581618266,0.0,64.32606581959577,0.15384615384615385,0.0
+TFT,49.07161803713529,26.59412613673687,7067.210990843215,5.868696277689394,0.0,0.0
+Toto-2.0-4m,47.74535809018566,23.82250300845572,0.0,0.7024468823376624,0.0,0.0
+PatchTST,42.57294429708224,20.65325504182872,7221.856288165601,6.349855852499999,0.0,0.0
+DeepAR,40.384615384615394,21.82047445619971,13498.838423148572,8.687442574285715,0.0,11.538461538461538
+LightGBM,39.78779840848806,20.63835609604817,47.29828941238095,4.303395228143939,0.0,0.0
+CatBoost,38.3289124668435,20.174610152005823,498.1807509,5.586804820681818,0.0,0.0
+Stat. Ensemble,32.559681697612724,8.430993583997726,0.0,2051.548594149911,0.0,7.6923076923076925
+AutoARIMA,23.541114058355433,3.8316800542679386,0.0,1885.5145473599553,0.0,7.6923076923076925
+AutoETS,22.148541114058354,-24.06197476117884,0.0,13.387819541051137,0.0,0.0
+Naive,21.68435013262599,-29.595393529303713,0.0,1.0805920684374999,0.0,0.0
+AutoTheta,20.822281167108752,4.200265666572001,0.0,6.6345268946875,0.0,0.0
+Seasonal Naive,19.098143236074264,0.0,0.0,1.042975715,0.0,0.0
+Drift,13.925729442970825,-36.91555319026642,0.0,1.081847729375,0.0,0.0

tables/domain_energy/leaderboard_WQL.csv

@@ -1,30 +1,31 @@
 model_name,win_rate,skill_score,median_training_time_s_per100,median_inference_time_s_per100,training_corpus_overlap,num_failures
-Chronos-2,85.30219780219781,45.99295404026385,0.0,3.4120501715909093,0.0,0.0
-Toto-2.0-1B,82.28021978021977,40.95974538328001,0.0,3.1623076374715904,0.0,0.0
-Toto-2.0-313m,79.8076923076923,40.431908864449696,0.0,1.5456846913541669,0.0,0.0
-Toto-2.0-2.5B,79.53296703296705,40.25120913531922,0.0,6.4650776003125,0.0,0.0
-TiRex-2,77.60989010989012,43.430525812131435,0.0,1.0366915774648078,0.0,0.0
-TabPFN-TS-3,74.5879120879121,43.103980194426214,0.0,822.0435218492969,0.0,0.0
-Toto-2.0-22m,69.5054945054945,38.501099243397576,0.0,0.7798815821022727,0.0,0.0
-citras-fm,68.95604395604396,39.746283079915145,0.0,7.748614246350674,0.0,0.0
-TiRex,67.99450549450549,37.015923795326046,0.0,1.3324642875,0.038461538461538464,0.0
-TabPFN-TS,66.07142857142858,39.634990899313024,0.0,308.48925294219475,0.0,0.0
-TimesFM-2.5,62.36263736263735,35.74711028493935,0.0,35.73234459616477,0.15384615384615385,0.0
-Chronos-Bolt,57.692307692307686,35.346534587472554,0.0,1.1602838375000002,0.0,0.0
-FlowState,57.55494505494505,35.238708603025636,0.0,3.7859752799626865,0.15384615384615385,0.0
-Moirai-2.0,56.59340659340659,34.54029716114274,0.0,2.549116965535714,0.3076923076923077,0.0
-Toto-2.0-4m,54.53296703296703,33.916952411684484,0.0,0.7024468823376624,0.0,0.0
-Toto-1.0,53.84615384615385,33.68160197994784,0.0,64.32606581959577,0.15384615384615385,0.0
-TFT,52.609890109890124,34.858358688960024,7067.210990843215,5.868696277689394,0.0,0.0
-Sundial-Base,44.368131868131854,31.420585268607393,0.0,8.734264116875,0.038461538461538464,0.0
-PatchTST,43.818681318681314,28.17762114987711,7221.856288165601,6.349855852499999,0.0,0.0
-DeepAR,41.9642857142857,28.82551876839535,13498.838423148572,8.687442574285715,0.0,11.538461538461538
-LightGBM,29.39560439560439,13.804281918946282,47.29828941238095,4.303395228143939,0.0,0.0
-Stat. Ensemble,28.640109890109887,11.001763956139254,0.0,2051.548594149911,0.0,7.6923076923076925
-AutoARIMA,27.129120879120876,10.956865003323434,0.0,1885.5145473599553,0.0,7.6923076923076925
-CatBoost,26.098901098901095,13.30060154143199,498.1807509,5.586804820681818,0.0,0.0
-AutoETS,16.208791208791208,-24.269495322854407,0.0,13.387819541051137,0.0,0.0
-Seasonal Naive,16.208791208791208,0.0,0.0,1.042975715,0.0,0.0
-AutoTheta,15.659340659340657,-4.896832310667398,0.0,6.6345268946875,0.0,0.0
-Naive,9.271978021978022,-50.976730476610335,0.0,1.0805920684374999,0.0,0.0
-Drift,4.395604395604396,-57.44553171159505,0.0,1.081847729375,0.0,0.0
+Chronos-2,85.14588859416446,45.99295404026385,0.0,3.4120501715909093,0.0,0.0
+Toto-2.0-1B,81.16710875331563,40.95974538328001,0.0,3.1623076374715904,0.0,0.0
+Toto-2.0-313m,79.0450928381963,40.431908864449696,0.0,1.5456846913541669,0.0,0.0
+Toto-2.0-2.5B,78.51458885941646,40.25120913531922,0.0,6.4650776003125,0.0,0.0
+TiRex-2,76.79045092838194,43.430525812131435,0.0,1.0366915774648078,0.0,0.0
+TabPFN-TS-3,73.87267904509284,43.103980194426214,0.0,822.0435218492969,0.0,0.0
+TS-ICL,73.342175066313,43.02532257188423,0.0,3.3364023637841456,0.0,0.0
+Toto-2.0-22m,68.83289124668434,38.501099243397576,0.0,0.7798815821022727,0.0,0.0
+citras-fm,68.03713527851458,39.746283079915145,0.0,7.748614246350674,0.0,0.0
+TiRex,67.3740053050398,37.015923795326046,0.0,1.3324642875,0.038461538461538464,0.0
+TabPFN-TS,64.9867374005305,39.634990899313024,0.0,308.48925294219475,0.0,0.0
+TimesFM-2.5,61.40583554376657,35.74711028493935,0.0,35.73234459616477,0.15384615384615385,0.0
+FlowState,56.63129973474801,35.238708603025636,0.0,3.7859752799626865,0.15384615384615385,0.0
+Chronos-Bolt,56.631299734748,35.346534587472554,0.0,1.1602838375000002,0.0,0.0
+Moirai-2.0,55.57029177718832,34.54029716114274,0.0,2.549116965535714,0.3076923076923077,0.0
+Toto-2.0-4m,53.44827586206896,33.916952411684484,0.0,0.7024468823376624,0.0,0.0
+Toto-1.0,52.785145888594165,33.68160197994784,0.0,64.32606581959577,0.15384615384615385,0.0
+TFT,51.59151193633954,34.858358688960024,7067.210990843215,5.868696277689394,0.0,0.0
+Sundial-Base,43.368700265251974,31.420585268607393,0.0,8.734264116875,0.038461538461538464,0.0
+PatchTST,42.9708222811671,28.17762114987711,7221.856288165601,6.349855852499999,0.0,0.0
+DeepAR,40.91511936339521,28.82551876839535,13498.838423148572,8.687442574285715,0.0,11.538461538461538
+LightGBM,28.381962864721483,13.804281918946282,47.29828941238095,4.303395228143939,0.0,0.0
+Stat. Ensemble,27.78514588859416,11.001763956139254,0.0,2051.548594149911,0.0,7.6923076923076925
+AutoARIMA,26.326259946949605,10.956865003323434,0.0,1885.5145473599553,0.0,7.6923076923076925
+CatBoost,25.331564986737398,13.30060154143199,498.1807509,5.586804820681818,0.0,0.0
+AutoETS,15.782493368700266,-24.269495322854407,0.0,13.387819541051137,0.0,0.0
+Seasonal Naive,15.649867374005305,0.0,0.0,1.042975715,0.0,0.0
+AutoTheta,15.119363395225463,-4.896832310667398,0.0,6.6345268946875,0.0,0.0
+Naive,8.952254641909816,-50.976730476610335,0.0,1.0805920684374999,0.0,0.0
+Drift,4.244031830238727,-57.44553171159505,0.0,1.081847729375,0.0,0.0

tables/domain_energy/pairwise_MASE.csv

@@ -3,9 +3,10 @@ Chronos-2,Chronos-2,0.5,0.5,0.5,0.0,0.0,0.0
 Chronos-2,Toto-2.0-1B,0.577,0.385,0.769,0.107,0.04,0.174
 Chronos-2,Toto-2.0-2.5B,0.654,0.462,0.808,0.11,0.043,0.177
 Chronos-2,TiRex-2,0.577,0.385,0.769,0.045,0.001,0.092
-Chronos-2,Toto-2.0-313m,0.654,0.462,0.846,0.112,0.04,0.182
 Chronos-2,TabPFN-TS-3,0.654,0.462,0.846,0.021,-0.014,0.058
+Chronos-2,Toto-2.0-313m,0.654,0.462,0.846,0.112,0.04,0.182
 Chronos-2,citras-fm,0.731,0.538,0.885,0.081,0.038,0.119
+Chronos-2,TS-ICL,0.846,0.692,0.962,0.081,0.04,0.122
 Chronos-2,TiRex,0.769,0.615,0.923,0.137,0.066,0.203
 Chronos-2,TabPFN-TS,0.769,0.615,0.923,0.078,0.038,0.118
 Chronos-2,TimesFM-2.5,0.769,0.577,0.923,0.145,0.072,0.212
@@ -13,15 +14,15 @@ Chronos-2,Toto-2.0-22m,0.885,0.769,1.0,0.136,0.072,0.201
 Chronos-2,FlowState,0.846,0.692,0.962,0.142,0.073,0.202
 Chronos-2,Chronos-Bolt,0.962,0.885,1.0,0.141,0.078,0.202
 Chronos-2,Moirai-2.0,0.923,0.808,1.0,0.158,0.092,0.222
-Chronos-2,Toto-2.0-4m,0.885,0.768,1.0,0.174,0.1,0.245
 Chronos-2,Seasonal Naive,0.962,0.885,1.0,0.354,0.278,0.422
 Toto-2.0-1B,Chronos-2,0.423,0.231,0.615,-0.12,-0.211,-0.042
 Toto-2.0-1B,Toto-2.0-1B,0.5,0.5,0.5,0.0,0.0,0.0
 Toto-2.0-1B,Toto-2.0-2.5B,0.5,0.308,0.654,0.003,-0.004,0.011
 Toto-2.0-1B,TiRex-2,0.615,0.423,0.808,-0.07,-0.162,0.004
-Toto-2.0-1B,Toto-2.0-313m,0.5,0.308,0.692,0.005,-0.008,0.019
 Toto-2.0-1B,TabPFN-TS-3,0.423,0.231,0.615,-0.096,-0.205,0.001
+Toto-2.0-1B,Toto-2.0-313m,0.5,0.308,0.692,0.005,-0.008,0.019
 Toto-2.0-1B,citras-fm,0.577,0.385,0.769,-0.029,-0.097,0.024
+Toto-2.0-1B,TS-ICL,0.538,0.346,0.731,-0.03,-0.103,0.038
 Toto-2.0-1B,TiRex,0.654,0.462,0.808,0.034,0.011,0.059
 Toto-2.0-1B,TabPFN-TS,0.615,0.423,0.808,-0.033,-0.13,0.048
 Toto-2.0-1B,TimesFM-2.5,0.769,0.577,0.923,0.042,0.012,0.074
@@ -29,15 +30,15 @@ Toto-2.0-1B,Toto-2.0-22m,0.846,0.692,0.962,0.032,0.02,0.046
 Toto-2.0-1B,FlowState,0.769,0.615,0.923,0.039,0.004,0.069
 Toto-2.0-1B,Chronos-Bolt,0.846,0.692,0.962,0.038,0.007,0.066
 Toto-2.0-1B,Moirai-2.0,0.846,0.692,0.962,0.057,0.034,0.083
-Toto-2.0-1B,Toto-2.0-4m,0.846,0.692,0.962,0.074,0.043,0.107
 Toto-2.0-1B,Seasonal Naive,0.923,0.808,1.0,0.276,0.21,0.34
 Toto-2.0-2.5B,Chronos-2,0.346,0.192,0.538,-0.124,-0.214,-0.045
 Toto-2.0-2.5B,Toto-2.0-1B,0.5,0.346,0.692,-0.003,-0.011,0.004
 Toto-2.0-2.5B,Toto-2.0-2.5B,0.5,0.5,0.5,0.0,0.0,0.0
 Toto-2.0-2.5B,TiRex-2,0.5,0.308,0.692,-0.073,-0.162,-0.001
-Toto-2.0-2.5B,Toto-2.0-313m,0.615,0.423,0.808,0.002,-0.013,0.016
 Toto-2.0-2.5B,TabPFN-TS-3,0.462,0.269,0.654,-0.1,-0.208,-0.003
+Toto-2.0-2.5B,Toto-2.0-313m,0.615,0.423,0.808,0.002,-0.013,0.016
 Toto-2.0-2.5B,citras-fm,0.538,0.346,0.731,-0.033,-0.098,0.02
+Toto-2.0-2.5B,TS-ICL,0.577,0.385,0.769,-0.033,-0.106,0.033
 Toto-2.0-2.5B,TiRex,0.692,0.5,0.846,0.031,0.007,0.055
 Toto-2.0-2.5B,TabPFN-TS,0.654,0.462,0.846,-0.036,-0.133,0.042
 Toto-2.0-2.5B,TimesFM-2.5,0.692,0.5,0.846,0.039,0.01,0.071
@@ -45,15 +46,15 @@ Toto-2.0-2.5B,Toto-2.0-22m,0.808,0.654,0.962,0.029,0.016,0.042
 Toto-2.0-2.5B,FlowState,0.808,0.654,0.923,0.035,-0.0,0.067
 Toto-2.0-2.5B,Chronos-Bolt,0.846,0.692,0.962,0.035,0.005,0.062
 Toto-2.0-2.5B,Moirai-2.0,0.846,0.692,0.962,0.054,0.028,0.083
-Toto-2.0-2.5B,Toto-2.0-4m,0.769,0.615,0.923,0.071,0.04,0.102
 Toto-2.0-2.5B,Seasonal Naive,0.962,0.885,1.0,0.274,0.211,0.335
 TiRex-2,Chronos-2,0.423,0.231,0.615,-0.047,-0.101,-0.001
 TiRex-2,Toto-2.0-1B,0.385,0.192,0.577,0.065,-0.004,0.139
 TiRex-2,Toto-2.0-2.5B,0.5,0.308,0.692,0.068,0.001,0.14
 TiRex-2,TiRex-2,0.5,0.5,0.5,0.0,0.0,0.0
-TiRex-2,Toto-2.0-313m,0.5,0.308,0.692,0.07,-0.001,0.147
 TiRex-2,TabPFN-TS-3,0.5,0.308,0.692,-0.025,-0.087,0.028
+TiRex-2,Toto-2.0-313m,0.5,0.308,0.692,0.07,-0.001,0.147
 TiRex-2,citras-fm,0.654,0.462,0.809,0.038,-0.02,0.091
+TiRex-2,TS-ICL,0.615,0.423,0.808,0.037,-0.012,0.084
 TiRex-2,TiRex,0.769,0.615,0.923,0.097,0.031,0.165
 TiRex-2,TabPFN-TS,0.654,0.462,0.846,0.034,-0.02,0.085
 TiRex-2,TimesFM-2.5,0.654,0.462,0.808,0.104,0.032,0.177
@@ -61,31 +62,15 @@ TiRex-2,Toto-2.0-22m,0.577,0.385,0.769,0.095,0.029,0.163
 TiRex-2,FlowState,0.731,0.577,0.885,0.101,0.03,0.169
 TiRex-2,Chronos-Bolt,0.654,0.462,0.846,0.1,0.031,0.175
 TiRex-2,Moirai-2.0,0.692,0.538,0.846,0.118,0.055,0.181
-TiRex-2,Toto-2.0-4m,0.808,0.654,0.923,0.134,0.063,0.205
 TiRex-2,Seasonal Naive,0.962,0.885,1.0,0.323,0.243,0.395
-Toto-2.0-313m,Chronos-2,0.346,0.154,0.538,-0.126,-0.222,-0.042
-Toto-2.0-313m,Toto-2.0-1B,0.5,0.308,0.692,-0.005,-0.019,0.008
-Toto-2.0-313m,Toto-2.0-2.5B,0.385,0.192,0.577,-0.002,-0.016,0.013
-Toto-2.0-313m,TiRex-2,0.5,0.308,0.692,-0.075,-0.172,0.001
-Toto-2.0-313m,Toto-2.0-313m,0.5,0.5,0.5,0.0,0.0,0.0
-Toto-2.0-313m,TabPFN-TS-3,0.462,0.269,0.654,-0.102,-0.213,-0.002
-Toto-2.0-313m,citras-fm,0.538,0.346,0.731,-0.035,-0.101,0.016
-Toto-2.0-313m,TiRex,0.615,0.423,0.808,0.029,0.011,0.048
-Toto-2.0-313m,TabPFN-TS,0.654,0.462,0.846,-0.039,-0.142,0.043
-Toto-2.0-313m,TimesFM-2.5,0.692,0.5,0.847,0.037,0.012,0.062
-Toto-2.0-313m,Toto-2.0-22m,0.731,0.538,0.885,0.027,0.014,0.041
-Toto-2.0-313m,FlowState,0.769,0.615,0.923,0.033,0.002,0.062
-Toto-2.0-313m,Chronos-Bolt,0.731,0.576,0.885,0.033,0.004,0.06
-Toto-2.0-313m,Moirai-2.0,0.769,0.577,0.923,0.052,0.025,0.08
-Toto-2.0-313m,Toto-2.0-4m,0.808,0.654,0.923,0.069,0.039,0.098
-Toto-2.0-313m,Seasonal Naive,0.923,0.808,1.0,0.272,0.206,0.336
 TabPFN-TS-3,Chronos-2,0.346,0.154,0.538,-0.022,-0.062,0.013
 TabPFN-TS-3,Toto-2.0-1B,0.577,0.385,0.769,0.088,-0.001,0.17
 TabPFN-TS-3,Toto-2.0-2.5B,0.538,0.346,0.731,0.091,0.003,0.172
 TabPFN-TS-3,TiRex-2,0.5,0.308,0.692,0.025,-0.029,0.08
-TabPFN-TS-3,Toto-2.0-313m,0.538,0.346,0.731,0.093,0.002,0.175
 TabPFN-TS-3,TabPFN-TS-3,0.5,0.5,0.5,0.0,0.0,0.0
+TabPFN-TS-3,Toto-2.0-313m,0.538,0.346,0.731,0.093,0.002,0.175
 TabPFN-TS-3,citras-fm,0.538,0.346,0.731,0.061,0.003,0.113
+TabPFN-TS-3,TS-ICL,0.654,0.462,0.808,0.061,0.009,0.116
 TabPFN-TS-3,TiRex,0.538,0.346,0.731,0.119,0.032,0.197
 TabPFN-TS-3,TabPFN-TS,0.731,0.577,0.885,0.058,0.011,0.101
 TabPFN-TS-3,TimesFM-2.5,0.692,0.5,0.846,0.126,0.038,0.206
@@ -93,15 +78,31 @@ TabPFN-TS-3,Toto-2.0-22m,0.615,0.423,0.77,0.117,0.034,0.194
 TabPFN-TS-3,FlowState,0.692,0.5,0.846,0.123,0.036,0.198
 TabPFN-TS-3,Chronos-Bolt,0.654,0.462,0.809,0.122,0.043,0.198
 TabPFN-TS-3,Moirai-2.0,0.654,0.462,0.808,0.14,0.054,0.22
-TabPFN-TS-3,Toto-2.0-4m,0.692,0.5,0.846,0.156,0.071,0.231
 TabPFN-TS-3,Seasonal Naive,0.962,0.885,1.0,0.34,0.265,0.41
+Toto-2.0-313m,Chronos-2,0.346,0.154,0.538,-0.126,-0.222,-0.042
+Toto-2.0-313m,Toto-2.0-1B,0.5,0.308,0.692,-0.005,-0.019,0.008
+Toto-2.0-313m,Toto-2.0-2.5B,0.385,0.192,0.577,-0.002,-0.016,0.013
+Toto-2.0-313m,TiRex-2,0.5,0.308,0.692,-0.075,-0.172,0.001
+Toto-2.0-313m,TabPFN-TS-3,0.462,0.269,0.654,-0.102,-0.213,-0.002
+Toto-2.0-313m,Toto-2.0-313m,0.5,0.5,0.5,0.0,0.0,0.0
+Toto-2.0-313m,citras-fm,0.538,0.346,0.731,-0.035,-0.101,0.016
+Toto-2.0-313m,TS-ICL,0.577,0.385,0.769,-0.035,-0.11,0.029
+Toto-2.0-313m,TiRex,0.615,0.423,0.808,0.029,0.011,0.048
+Toto-2.0-313m,TabPFN-TS,0.654,0.462,0.846,-0.039,-0.142,0.043
+Toto-2.0-313m,TimesFM-2.5,0.692,0.5,0.847,0.037,0.012,0.062
+Toto-2.0-313m,Toto-2.0-22m,0.731,0.538,0.885,0.027,0.014,0.041
+Toto-2.0-313m,FlowState,0.769,0.615,0.923,0.033,0.002,0.062
+Toto-2.0-313m,Chronos-Bolt,0.731,0.576,0.885,0.033,0.004,0.06
+Toto-2.0-313m,Moirai-2.0,0.769,0.577,0.923,0.052,0.025,0.08
+Toto-2.0-313m,Seasonal Naive,0.923,0.808,1.0,0.272,0.206,0.336
 citras-fm,Chronos-2,0.269,0.115,0.462,-0.088,-0.135,-0.039
 citras-fm,Toto-2.0-1B,0.423,0.231,0.615,0.029,-0.025,0.088
 citras-fm,Toto-2.0-2.5B,0.462,0.269,0.654,0.032,-0.021,0.089
 citras-fm,TiRex-2,0.346,0.191,0.538,-0.039,-0.1,0.019
-citras-fm,Toto-2.0-313m,0.462,0.269,0.654,0.034,-0.016,0.091
 citras-fm,TabPFN-TS-3,0.462,0.269,0.654,-0.065,-0.127,-0.003
+citras-fm,Toto-2.0-313m,0.462,0.269,0.654,0.034,-0.016,0.091
 citras-fm,citras-fm,0.5,0.5,0.5,0.0,0.0,0.0
+citras-fm,TS-ICL,0.5,0.308,0.692,-0.0,-0.048,0.048
 citras-fm,TiRex,0.538,0.346,0.731,0.061,0.015,0.112
 citras-fm,TabPFN-TS,0.5,0.308,0.692,-0.003,-0.052,0.044
 citras-fm,TimesFM-2.5,0.692,0.5,0.846,0.069,0.02,0.123
@@ -109,15 +110,31 @@ citras-fm,Toto-2.0-22m,0.615,0.423,0.769,0.06,0.015,0.113
 citras-fm,FlowState,0.654,0.462,0.808,0.066,0.023,0.111
 citras-fm,Chronos-Bolt,0.692,0.538,0.846,0.065,0.024,0.112
 citras-fm,Moirai-2.0,0.692,0.5,0.846,0.084,0.033,0.141
-citras-fm,Toto-2.0-4m,0.692,0.5,0.885,0.101,0.045,0.161
 citras-fm,Seasonal Naive,0.962,0.885,1.0,0.297,0.224,0.36
+TS-ICL,Chronos-2,0.154,0.038,0.308,-0.088,-0.14,-0.041
+TS-ICL,Toto-2.0-1B,0.462,0.269,0.654,0.029,-0.039,0.094
+TS-ICL,Toto-2.0-2.5B,0.423,0.231,0.615,0.032,-0.034,0.096
+TS-ICL,TiRex-2,0.385,0.192,0.577,-0.039,-0.091,0.012
+TS-ICL,TabPFN-TS-3,0.346,0.192,0.538,-0.065,-0.131,-0.009
+TS-ICL,Toto-2.0-313m,0.423,0.231,0.615,0.034,-0.029,0.099
+TS-ICL,citras-fm,0.5,0.308,0.692,0.0,-0.051,0.046
+TS-ICL,TS-ICL,0.5,0.5,0.5,0.0,0.0,0.0
+TS-ICL,TiRex,0.538,0.346,0.731,0.062,-0.002,0.125
+TS-ICL,TabPFN-TS,0.615,0.423,0.808,-0.003,-0.066,0.055
+TS-ICL,TimesFM-2.5,0.692,0.538,0.885,0.07,0.006,0.132
+TS-ICL,Toto-2.0-22m,0.538,0.346,0.731,0.06,0.002,0.121
+TS-ICL,FlowState,0.654,0.5,0.808,0.066,0.0,0.129
+TS-ICL,Chronos-Bolt,0.615,0.423,0.808,0.066,-0.001,0.132
+TS-ICL,Moirai-2.0,0.692,0.5,0.846,0.084,0.022,0.143
+TS-ICL,Seasonal Naive,0.885,0.731,1.0,0.297,0.215,0.37
 TiRex,Chronos-2,0.231,0.077,0.385,-0.159,-0.255,-0.07
 TiRex,Toto-2.0-1B,0.346,0.192,0.538,-0.035,-0.063,-0.011
 TiRex,Toto-2.0-2.5B,0.308,0.154,0.5,-0.032,-0.059,-0.007
 TiRex,TiRex-2,0.231,0.077,0.385,-0.107,-0.198,-0.032
-TiRex,Toto-2.0-313m,0.385,0.192,0.577,-0.029,-0.051,-0.011
 TiRex,TabPFN-TS-3,0.462,0.269,0.654,-0.135,-0.246,-0.034
+TiRex,Toto-2.0-313m,0.385,0.192,0.577,-0.029,-0.051,-0.011
 TiRex,citras-fm,0.462,0.269,0.654,-0.065,-0.126,-0.015
+TiRex,TS-ICL,0.462,0.269,0.654,-0.066,-0.143,0.002
 TiRex,TiRex,0.5,0.5,0.5,0.0,0.0,0.0
 TiRex,TabPFN-TS,0.5,0.308,0.692,-0.069,-0.171,0.013
 TiRex,TimesFM-2.5,0.519,0.327,0.731,0.008,-0.015,0.033
@@ -125,15 +142,15 @@ TiRex,Toto-2.0-22m,0.577,0.385,0.769,-0.001,-0.024,0.017
 TiRex,FlowState,0.481,0.308,0.654,0.005,-0.022,0.033
 TiRex,Chronos-Bolt,0.558,0.385,0.731,0.004,-0.021,0.032
 TiRex,Moirai-2.0,0.558,0.365,0.731,0.024,-0.003,0.056
-TiRex,Toto-2.0-4m,0.808,0.654,0.962,0.042,0.014,0.069
 TiRex,Seasonal Naive,0.923,0.808,1.0,0.251,0.191,0.308
 TabPFN-TS,Chronos-2,0.231,0.077,0.385,-0.084,-0.133,-0.039
 TabPFN-TS,Toto-2.0-1B,0.385,0.192,0.577,0.032,-0.05,0.115
 TabPFN-TS,Toto-2.0-2.5B,0.346,0.154,0.538,0.035,-0.043,0.117
 TabPFN-TS,TiRex-2,0.346,0.154,0.538,-0.035,-0.093,0.02
-TabPFN-TS,Toto-2.0-313m,0.346,0.154,0.538,0.037,-0.045,0.124
 TabPFN-TS,TabPFN-TS-3,0.269,0.115,0.423,-0.061,-0.112,-0.012
+TabPFN-TS,Toto-2.0-313m,0.346,0.154,0.538,0.037,-0.045,0.124
 TabPFN-TS,citras-fm,0.5,0.308,0.692,0.003,-0.046,0.049
+TabPFN-TS,TS-ICL,0.385,0.192,0.577,0.003,-0.059,0.062
 TabPFN-TS,TiRex,0.5,0.308,0.692,0.065,-0.014,0.146
 TabPFN-TS,TabPFN-TS,0.5,0.5,0.5,0.0,0.0,0.0
 TabPFN-TS,TimesFM-2.5,0.5,0.308,0.692,0.073,-0.003,0.152
@@ -141,15 +158,15 @@ TabPFN-TS,Toto-2.0-22m,0.5,0.308,0.692,0.063,-0.016,0.142
 TabPFN-TS,FlowState,0.654,0.462,0.846,0.069,-0.011,0.143
 TabPFN-TS,Chronos-Bolt,0.538,0.346,0.731,0.069,0.002,0.143
 TabPFN-TS,Moirai-2.0,0.5,0.308,0.692,0.087,0.008,0.169
-TabPFN-TS,Toto-2.0-4m,0.615,0.423,0.808,0.104,0.018,0.188
 TabPFN-TS,Seasonal Naive,0.923,0.808,1.0,0.299,0.216,0.373
 TimesFM-2.5,Chronos-2,0.231,0.077,0.423,-0.169,-0.269,-0.077
 TimesFM-2.5,Toto-2.0-1B,0.231,0.077,0.423,-0.044,-0.08,-0.012
 TimesFM-2.5,Toto-2.0-2.5B,0.308,0.154,0.5,-0.04,-0.076,-0.01
 TimesFM-2.5,TiRex-2,0.346,0.192,0.538,-0.116,-0.214,-0.033
-TimesFM-2.5,Toto-2.0-313m,0.308,0.153,0.5,-0.038,-0.066,-0.012
 TimesFM-2.5,TabPFN-TS-3,0.308,0.154,0.5,-0.144,-0.259,-0.04
+TimesFM-2.5,Toto-2.0-313m,0.308,0.153,0.5,-0.038,-0.066,-0.012
 TimesFM-2.5,citras-fm,0.308,0.154,0.5,-0.075,-0.14,-0.02
+TimesFM-2.5,TS-ICL,0.308,0.115,0.462,-0.075,-0.152,-0.006
 TimesFM-2.5,TiRex,0.481,0.269,0.673,-0.009,-0.034,0.014
 TimesFM-2.5,TabPFN-TS,0.5,0.308,0.692,-0.078,-0.179,0.003
 TimesFM-2.5,TimesFM-2.5,0.5,0.5,0.5,0.0,0.0,0.0
@@ -157,15 +174,15 @@ TimesFM-2.5,Toto-2.0-22m,0.462,0.269,0.654,-0.01,-0.044,0.02
 TimesFM-2.5,FlowState,0.538,0.365,0.712,-0.004,-0.035,0.027
 TimesFM-2.5,Chronos-Bolt,0.577,0.404,0.769,-0.004,-0.033,0.024
 TimesFM-2.5,Moirai-2.0,0.615,0.442,0.808,0.016,-0.028,0.057
-TimesFM-2.5,Toto-2.0-4m,0.615,0.423,0.808,0.034,-0.002,0.068
 TimesFM-2.5,Seasonal Naive,0.923,0.808,1.0,0.245,0.182,0.306
 Toto-2.0-22m,Chronos-2,0.115,0.0,0.231,-0.158,-0.252,-0.077
 Toto-2.0-22m,Toto-2.0-1B,0.154,0.038,0.308,-0.033,-0.048,-0.021
 Toto-2.0-22m,Toto-2.0-2.5B,0.192,0.038,0.346,-0.03,-0.044,-0.016
 Toto-2.0-22m,TiRex-2,0.423,0.231,0.615,-0.105,-0.195,-0.029
-Toto-2.0-22m,Toto-2.0-313m,0.269,0.115,0.462,-0.028,-0.043,-0.014
 Toto-2.0-22m,TabPFN-TS-3,0.385,0.23,0.577,-0.133,-0.241,-0.035
+Toto-2.0-22m,Toto-2.0-313m,0.269,0.115,0.462,-0.028,-0.043,-0.014
 Toto-2.0-22m,citras-fm,0.385,0.231,0.577,-0.064,-0.128,-0.015
+Toto-2.0-22m,TS-ICL,0.462,0.269,0.654,-0.064,-0.138,-0.002
 Toto-2.0-22m,TiRex,0.423,0.231,0.615,0.001,-0.018,0.024
 Toto-2.0-22m,TabPFN-TS,0.5,0.308,0.692,-0.067,-0.166,0.016
 Toto-2.0-22m,TimesFM-2.5,0.538,0.346,0.731,0.01,-0.02,0.042
@@ -173,15 +190,15 @@ Toto-2.0-22m,Toto-2.0-22m,0.5,0.5,0.5,0.0,0.0,0.0
 Toto-2.0-22m,FlowState,0.423,0.268,0.615,0.006,-0.028,0.038
 Toto-2.0-22m,Chronos-Bolt,0.538,0.346,0.731,0.006,-0.025,0.036
 Toto-2.0-22m,Moirai-2.0,0.538,0.346,0.731,0.025,0.002,0.052
-Toto-2.0-22m,Toto-2.0-4m,0.692,0.5,0.846,0.043,0.016,0.073
 Toto-2.0-22m,Seasonal Naive,0.885,0.731,1.0,0.252,0.188,0.315
 FlowState,Chronos-2,0.154,0.038,0.308,-0.165,-0.253,-0.079
 FlowState,Toto-2.0-1B,0.231,0.077,0.385,-0.04,-0.074,-0.004
 FlowState,Toto-2.0-2.5B,0.192,0.077,0.346,-0.037,-0.071,0.0
 FlowState,TiRex-2,0.269,0.115,0.423,-0.112,-0.204,-0.031
-FlowState,Toto-2.0-313m,0.231,0.077,0.385,-0.034,-0.066,-0.002
 FlowState,TabPFN-TS-3,0.308,0.154,0.5,-0.14,-0.246,-0.037
+FlowState,Toto-2.0-313m,0.231,0.077,0.385,-0.034,-0.066,-0.002
 FlowState,citras-fm,0.346,0.192,0.538,-0.071,-0.125,-0.024
+FlowState,TS-ICL,0.346,0.192,0.5,-0.071,-0.149,-0.0
 FlowState,TiRex,0.519,0.346,0.692,-0.005,-0.034,0.022
 FlowState,TabPFN-TS,0.346,0.154,0.538,-0.074,-0.167,0.011
 FlowState,TimesFM-2.5,0.462,0.288,0.635,0.004,-0.027,0.034
@@ -189,15 +206,15 @@ FlowState,Toto-2.0-22m,0.577,0.385,0.732,-0.006,-0.039,0.027
 FlowState,FlowState,0.5,0.5,0.5,0.0,0.0,0.0
 FlowState,Chronos-Bolt,0.538,0.365,0.712,-0.001,-0.029,0.034
 FlowState,Moirai-2.0,0.462,0.307,0.635,0.019,-0.019,0.062
-FlowState,Toto-2.0-4m,0.615,0.423,0.808,0.037,-0.003,0.077
 FlowState,Seasonal Naive,0.846,0.692,0.962,0.247,0.177,0.309
 Chronos-Bolt,Chronos-2,0.038,0.0,0.115,-0.164,-0.254,-0.085
 Chronos-Bolt,Toto-2.0-1B,0.154,0.038,0.308,-0.039,-0.071,-0.007
 Chronos-Bolt,Toto-2.0-2.5B,0.154,0.038,0.308,-0.036,-0.066,-0.005
 Chronos-Bolt,TiRex-2,0.346,0.154,0.538,-0.112,-0.213,-0.032
-Chronos-Bolt,Toto-2.0-313m,0.269,0.115,0.424,-0.034,-0.064,-0.004
 Chronos-Bolt,TabPFN-TS-3,0.346,0.191,0.538,-0.14,-0.248,-0.045
+Chronos-Bolt,Toto-2.0-313m,0.269,0.115,0.424,-0.034,-0.064,-0.004
 Chronos-Bolt,citras-fm,0.308,0.154,0.462,-0.07,-0.126,-0.024
+Chronos-Bolt,TS-ICL,0.385,0.192,0.577,-0.07,-0.153,0.001
 Chronos-Bolt,TiRex,0.442,0.269,0.615,-0.004,-0.034,0.02
 Chronos-Bolt,TabPFN-TS,0.462,0.269,0.654,-0.074,-0.167,-0.002
 Chronos-Bolt,TimesFM-2.5,0.423,0.231,0.596,0.004,-0.025,0.032
@@ -205,15 +222,15 @@ Chronos-Bolt,Toto-2.0-22m,0.462,0.269,0.654,-0.006,-0.037,0.025
 Chronos-Bolt,FlowState,0.462,0.288,0.635,0.001,-0.035,0.028
 Chronos-Bolt,Chronos-Bolt,0.5,0.5,0.5,0.0,0.0,0.0
 Chronos-Bolt,Moirai-2.0,0.577,0.423,0.731,0.02,-0.022,0.064
-Chronos-Bolt,Toto-2.0-4m,0.615,0.423,0.808,0.038,-0.001,0.077
 Chronos-Bolt,Seasonal Naive,0.923,0.808,1.0,0.248,0.188,0.306
 Moirai-2.0,Chronos-2,0.077,0.0,0.192,-0.188,-0.285,-0.101
 Moirai-2.0,Toto-2.0-1B,0.154,0.038,0.308,-0.06,-0.091,-0.035
 Moirai-2.0,Toto-2.0-2.5B,0.154,0.038,0.308,-0.057,-0.091,-0.029
 Moirai-2.0,TiRex-2,0.308,0.154,0.462,-0.134,-0.221,-0.058
-Moirai-2.0,Toto-2.0-313m,0.231,0.077,0.423,-0.055,-0.087,-0.026
 Moirai-2.0,TabPFN-TS-3,0.346,0.192,0.538,-0.163,-0.282,-0.057
+Moirai-2.0,Toto-2.0-313m,0.231,0.077,0.423,-0.055,-0.087,-0.026
 Moirai-2.0,citras-fm,0.308,0.154,0.5,-0.091,-0.164,-0.034
+Moirai-2.0,TS-ICL,0.308,0.154,0.5,-0.092,-0.167,-0.023
 Moirai-2.0,TiRex,0.442,0.269,0.635,-0.024,-0.059,0.003
 Moirai-2.0,TabPFN-TS,0.5,0.308,0.692,-0.095,-0.203,-0.008
 Moirai-2.0,TimesFM-2.5,0.385,0.192,0.558,-0.016,-0.061,0.027
@@ -221,31 +238,15 @@ Moirai-2.0,Toto-2.0-22m,0.462,0.269,0.654,-0.026,-0.055,-0.002
 Moirai-2.0,FlowState,0.538,0.365,0.693,-0.019,-0.066,0.018
 Moirai-2.0,Chronos-Bolt,0.423,0.269,0.577,-0.02,-0.068,0.021
 Moirai-2.0,Moirai-2.0,0.5,0.5,0.5,0.0,0.0,0.0
-Moirai-2.0,Toto-2.0-4m,0.615,0.423,0.769,0.018,-0.018,0.053
 Moirai-2.0,Seasonal Naive,0.808,0.654,0.924,0.233,0.167,0.293
-Toto-2.0-4m,Chronos-2,0.115,0.0,0.232,-0.21,-0.324,-0.111
-Toto-2.0-4m,Toto-2.0-1B,0.154,0.038,0.308,-0.08,-0.12,-0.045
-Toto-2.0-4m,Toto-2.0-2.5B,0.231,0.077,0.385,-0.077,-0.114,-0.042
-Toto-2.0-4m,TiRex-2,0.192,0.077,0.346,-0.155,-0.257,-0.068
-Toto-2.0-4m,Toto-2.0-313m,0.192,0.077,0.346,-0.074,-0.109,-0.04
-Toto-2.0-4m,TabPFN-TS-3,0.308,0.154,0.5,-0.184,-0.3,-0.076
-Toto-2.0-4m,citras-fm,0.308,0.115,0.5,-0.112,-0.192,-0.047
-Toto-2.0-4m,TiRex,0.192,0.038,0.346,-0.044,-0.074,-0.014
-Toto-2.0-4m,TabPFN-TS,0.385,0.192,0.577,-0.116,-0.231,-0.018
-Toto-2.0-4m,TimesFM-2.5,0.385,0.192,0.577,-0.035,-0.073,0.002
-Toto-2.0-4m,Toto-2.0-22m,0.308,0.154,0.5,-0.045,-0.079,-0.016
-Toto-2.0-4m,FlowState,0.385,0.192,0.577,-0.039,-0.083,0.003
-Toto-2.0-4m,Chronos-Bolt,0.385,0.192,0.577,-0.039,-0.083,0.001
-Toto-2.0-4m,Moirai-2.0,0.385,0.231,0.577,-0.019,-0.056,0.018
-Toto-2.0-4m,Toto-2.0-4m,0.5,0.5,0.5,0.0,0.0,0.0
-Toto-2.0-4m,Seasonal Naive,1.0,1.0,1.0,0.218,0.167,0.276
 Seasonal Naive,Chronos-2,0.038,0.0,0.115,-0.548,-0.729,-0.384
 Seasonal Naive,Toto-2.0-1B,0.077,0.0,0.192,-0.382,-0.514,-0.266
 Seasonal Naive,Toto-2.0-2.5B,0.038,0.0,0.115,-0.377,-0.504,-0.267
 Seasonal Naive,TiRex-2,0.038,0.0,0.115,-0.478,-0.652,-0.321
-Seasonal Naive,Toto-2.0-313m,0.077,0.0,0.192,-0.375,-0.505,-0.259
 Seasonal Naive,TabPFN-TS-3,0.038,0.0,0.115,-0.515,-0.695,-0.36
+Seasonal Naive,Toto-2.0-313m,0.077,0.0,0.192,-0.375,-0.505,-0.259
 Seasonal Naive,citras-fm,0.038,0.0,0.115,-0.423,-0.563,-0.289
+Seasonal Naive,TS-ICL,0.115,0.0,0.269,-0.423,-0.586,-0.273
 Seasonal Naive,TiRex,0.077,0.0,0.192,-0.335,-0.445,-0.237
 Seasonal Naive,TabPFN-TS,0.077,0.0,0.192,-0.428,-0.596,-0.276
 Seasonal Naive,TimesFM-2.5,0.077,0.0,0.192,-0.324,-0.441,-0.223
@@ -253,5 +254,4 @@ Seasonal Naive,Toto-2.0-22m,0.115,0.0,0.269,-0.337,-0.46,-0.231
 Seasonal Naive,FlowState,0.154,0.038,0.308,-0.329,-0.447,-0.215
 Seasonal Naive,Chronos-Bolt,0.077,0.0,0.192,-0.33,-0.44,-0.232
 Seasonal Naive,Moirai-2.0,0.192,0.076,0.346,-0.303,-0.415,-0.201
-Seasonal Naive,Toto-2.0-4m,0.0,0.0,0.0,-0.279,-0.381,-0.201
 Seasonal Naive,Seasonal Naive,0.5,0.5,0.5,0.0,0.0,0.0

tables/domain_energy/pairwise_SQL.csv

@@ -1,257 +1,257 @@
 model_1,model_2,win_rate,win_rate_lower,win_rate_upper,skill_score,skill_score_lower,skill_score_upper
 Chronos-2,Chronos-2,0.5,0.5,0.5,0.0,0.0,0.0
 Chronos-2,Toto-2.0-1B,0.615,0.423,0.808,0.104,0.037,0.17
-Chronos-2,Toto-2.0-2.5B,0.654,0.462,0.808,0.107,0.041,0.173
 Chronos-2,TiRex-2,0.462,0.269,0.654,0.046,0.003,0.094
-Chronos-2,Toto-2.0-313m,0.615,0.423,0.808,0.111,0.041,0.178
+Chronos-2,Toto-2.0-2.5B,0.654,0.462,0.808,0.107,0.041,0.173
 Chronos-2,TabPFN-TS-3,0.654,0.462,0.846,0.027,-0.009,0.067
+Chronos-2,Toto-2.0-313m,0.615,0.423,0.808,0.111,0.041,0.178
+Chronos-2,TS-ICL,0.846,0.692,0.962,0.084,0.048,0.12
 Chronos-2,TiRex,0.731,0.538,0.885,0.141,0.072,0.204
 Chronos-2,citras-fm,0.808,0.654,0.962,0.105,0.06,0.145
 Chronos-2,TabPFN-TS,0.808,0.654,0.923,0.082,0.044,0.12
 Chronos-2,Toto-2.0-22m,0.808,0.654,0.923,0.137,0.072,0.202
 Chronos-2,TimesFM-2.5,0.769,0.577,0.923,0.159,0.083,0.225
 Chronos-2,FlowState,0.885,0.731,1.0,0.167,0.099,0.227
-Chronos-2,Moirai-2.0,0.923,0.808,1.0,0.178,0.111,0.242
 Chronos-2,Chronos-Bolt,0.923,0.808,1.0,0.161,0.096,0.219
-Chronos-2,Toto-2.0-4m,0.885,0.768,1.0,0.178,0.104,0.248
+Chronos-2,Moirai-2.0,0.923,0.808,1.0,0.178,0.111,0.242
 Chronos-2,Seasonal Naive,1.0,1.0,1.0,0.437,0.368,0.497
 Toto-2.0-1B,Chronos-2,0.385,0.192,0.577,-0.116,-0.204,-0.038
 Toto-2.0-1B,Toto-2.0-1B,0.5,0.5,0.5,0.0,0.0,0.0
-Toto-2.0-1B,Toto-2.0-2.5B,0.538,0.346,0.692,0.004,-0.003,0.012
 Toto-2.0-1B,TiRex-2,0.5,0.308,0.692,-0.064,-0.157,0.009
-Toto-2.0-1B,Toto-2.0-313m,0.577,0.385,0.769,0.008,-0.003,0.02
+Toto-2.0-1B,Toto-2.0-2.5B,0.538,0.346,0.692,0.004,-0.003,0.012
 Toto-2.0-1B,TabPFN-TS-3,0.462,0.269,0.654,-0.085,-0.194,0.015
+Toto-2.0-1B,Toto-2.0-313m,0.577,0.385,0.769,0.008,-0.003,0.02
+Toto-2.0-1B,TS-ICL,0.577,0.385,0.769,-0.022,-0.093,0.043
 Toto-2.0-1B,TiRex,0.692,0.5,0.846,0.042,0.016,0.07
 Toto-2.0-1B,citras-fm,0.615,0.423,0.808,0.002,-0.064,0.055
 Toto-2.0-1B,TabPFN-TS,0.654,0.462,0.846,-0.024,-0.12,0.056
 Toto-2.0-1B,Toto-2.0-22m,0.885,0.731,1.0,0.038,0.025,0.054
 Toto-2.0-1B,TimesFM-2.5,0.808,0.654,0.962,0.062,0.029,0.096
 Toto-2.0-1B,FlowState,0.846,0.692,0.962,0.071,0.039,0.104
-Toto-2.0-1B,Moirai-2.0,0.846,0.692,0.962,0.083,0.055,0.111
 Toto-2.0-1B,Chronos-Bolt,0.846,0.692,0.962,0.064,0.029,0.097
-Toto-2.0-1B,Toto-2.0-4m,0.885,0.731,1.0,0.083,0.051,0.117
+Toto-2.0-1B,Moirai-2.0,0.846,0.692,0.962,0.083,0.055,0.111
 Toto-2.0-1B,Seasonal Naive,1.0,1.0,1.0,0.372,0.312,0.433
-Toto-2.0-2.5B,Chronos-2,0.346,0.192,0.538,-0.12,-0.209,-0.043
-Toto-2.0-2.5B,Toto-2.0-1B,0.462,0.308,0.654,-0.004,-0.012,0.003
-Toto-2.0-2.5B,Toto-2.0-2.5B,0.5,0.5,0.5,0.0,0.0,0.0
-Toto-2.0-2.5B,TiRex-2,0.5,0.308,0.692,-0.068,-0.162,0.007
-Toto-2.0-2.5B,Toto-2.0-313m,0.692,0.538,0.846,0.004,-0.008,0.015
-Toto-2.0-2.5B,TabPFN-TS-3,0.423,0.231,0.615,-0.09,-0.198,0.008
-Toto-2.0-2.5B,TiRex,0.731,0.538,0.885,0.038,0.013,0.065
-Toto-2.0-2.5B,citras-fm,0.577,0.385,0.769,-0.002,-0.07,0.051
-Toto-2.0-2.5B,TabPFN-TS,0.654,0.462,0.846,-0.028,-0.125,0.049
-Toto-2.0-2.5B,Toto-2.0-22m,0.808,0.654,0.962,0.034,0.021,0.048
-Toto-2.0-2.5B,TimesFM-2.5,0.692,0.5,0.846,0.058,0.025,0.092
-Toto-2.0-2.5B,FlowState,0.846,0.692,0.962,0.067,0.035,0.101
-Toto-2.0-2.5B,Moirai-2.0,0.885,0.768,1.0,0.079,0.051,0.108
-Toto-2.0-2.5B,Chronos-Bolt,0.885,0.768,1.0,0.061,0.028,0.091
-Toto-2.0-2.5B,Toto-2.0-4m,0.846,0.692,0.962,0.08,0.048,0.112
-Toto-2.0-2.5B,Seasonal Naive,1.0,1.0,1.0,0.369,0.312,0.43
 TiRex-2,Chronos-2,0.538,0.346,0.731,-0.049,-0.104,-0.003
 TiRex-2,Toto-2.0-1B,0.5,0.308,0.692,0.06,-0.009,0.136
-TiRex-2,Toto-2.0-2.5B,0.5,0.308,0.692,0.064,-0.007,0.139
 TiRex-2,TiRex-2,0.5,0.5,0.5,0.0,0.0,0.0
-TiRex-2,Toto-2.0-313m,0.5,0.308,0.692,0.067,-0.004,0.147
+TiRex-2,Toto-2.0-2.5B,0.5,0.308,0.692,0.064,-0.007,0.139
 TiRex-2,TabPFN-TS-3,0.577,0.385,0.769,-0.02,-0.087,0.038
+TiRex-2,Toto-2.0-313m,0.5,0.308,0.692,0.067,-0.004,0.147
+TiRex-2,TS-ICL,0.731,0.538,0.923,0.039,-0.009,0.084
 TiRex-2,TiRex,0.692,0.538,0.846,0.099,0.033,0.169
 TiRex-2,citras-fm,0.692,0.5,0.846,0.062,0.004,0.116
 TiRex-2,TabPFN-TS,0.654,0.462,0.846,0.038,-0.015,0.087
 TiRex-2,Toto-2.0-22m,0.577,0.385,0.769,0.095,0.027,0.165
 TiRex-2,TimesFM-2.5,0.731,0.538,0.885,0.118,0.044,0.193
 TiRex-2,FlowState,0.731,0.577,0.885,0.126,0.058,0.197
-TiRex-2,Moirai-2.0,0.808,0.654,0.923,0.138,0.076,0.204
 TiRex-2,Chronos-Bolt,0.846,0.692,0.962,0.12,0.05,0.194
-TiRex-2,Toto-2.0-4m,0.885,0.769,1.0,0.138,0.066,0.209
+TiRex-2,Moirai-2.0,0.808,0.654,0.923,0.138,0.076,0.204
 TiRex-2,Seasonal Naive,1.0,1.0,1.0,0.41,0.334,0.479
-Toto-2.0-313m,Chronos-2,0.385,0.192,0.577,-0.124,-0.216,-0.043
-Toto-2.0-313m,Toto-2.0-1B,0.423,0.231,0.615,-0.008,-0.02,0.003
-Toto-2.0-313m,Toto-2.0-2.5B,0.308,0.154,0.462,-0.004,-0.015,0.008
-Toto-2.0-313m,TiRex-2,0.5,0.308,0.692,-0.072,-0.172,0.004
-Toto-2.0-313m,Toto-2.0-313m,0.5,0.5,0.5,0.0,0.0,0.0
-Toto-2.0-313m,TabPFN-TS-3,0.462,0.269,0.654,-0.094,-0.204,0.006
-Toto-2.0-313m,TiRex,0.654,0.462,0.846,0.034,0.013,0.057
-Toto-2.0-313m,citras-fm,0.615,0.423,0.808,-0.006,-0.069,0.044
-Toto-2.0-313m,TabPFN-TS,0.615,0.423,0.808,-0.032,-0.133,0.048
-Toto-2.0-313m,Toto-2.0-22m,0.769,0.614,0.923,0.03,0.017,0.045
-Toto-2.0-313m,TimesFM-2.5,0.731,0.538,0.885,0.055,0.025,0.084
-Toto-2.0-313m,FlowState,0.808,0.654,0.962,0.063,0.034,0.094
-Toto-2.0-313m,Moirai-2.0,0.769,0.577,0.923,0.075,0.046,0.105
-Toto-2.0-313m,Chronos-Bolt,0.808,0.654,0.962,0.057,0.023,0.089
-Toto-2.0-313m,Toto-2.0-4m,0.846,0.692,0.962,0.076,0.046,0.105
-Toto-2.0-313m,Seasonal Naive,1.0,1.0,1.0,0.367,0.309,0.428
+Toto-2.0-2.5B,Chronos-2,0.346,0.192,0.538,-0.12,-0.209,-0.043
+Toto-2.0-2.5B,Toto-2.0-1B,0.462,0.308,0.654,-0.004,-0.012,0.003
+Toto-2.0-2.5B,TiRex-2,0.5,0.308,0.692,-0.068,-0.162,0.007
+Toto-2.0-2.5B,Toto-2.0-2.5B,0.5,0.5,0.5,0.0,0.0,0.0
+Toto-2.0-2.5B,TabPFN-TS-3,0.423,0.231,0.615,-0.09,-0.198,0.008
+Toto-2.0-2.5B,Toto-2.0-313m,0.692,0.538,0.846,0.004,-0.008,0.015
+Toto-2.0-2.5B,TS-ICL,0.577,0.385,0.769,-0.026,-0.095,0.036
+Toto-2.0-2.5B,TiRex,0.731,0.538,0.885,0.038,0.013,0.065
+Toto-2.0-2.5B,citras-fm,0.577,0.385,0.769,-0.002,-0.07,0.051
+Toto-2.0-2.5B,TabPFN-TS,0.654,0.462,0.846,-0.028,-0.125,0.049
+Toto-2.0-2.5B,Toto-2.0-22m,0.808,0.654,0.962,0.034,0.021,0.048
+Toto-2.0-2.5B,TimesFM-2.5,0.692,0.5,0.846,0.058,0.025,0.092
+Toto-2.0-2.5B,FlowState,0.846,0.692,0.962,0.067,0.035,0.101
+Toto-2.0-2.5B,Chronos-Bolt,0.885,0.768,1.0,0.061,0.028,0.091
+Toto-2.0-2.5B,Moirai-2.0,0.885,0.768,1.0,0.079,0.051,0.108
+Toto-2.0-2.5B,Seasonal Naive,1.0,1.0,1.0,0.369,0.312,0.43
 TabPFN-TS-3,Chronos-2,0.346,0.154,0.538,-0.028,-0.072,0.009
 TabPFN-TS-3,Toto-2.0-1B,0.538,0.346,0.731,0.079,-0.015,0.163
-TabPFN-TS-3,Toto-2.0-2.5B,0.577,0.385,0.769,0.082,-0.008,0.165
 TabPFN-TS-3,TiRex-2,0.423,0.231,0.615,0.02,-0.04,0.08
-TabPFN-TS-3,Toto-2.0-313m,0.538,0.346,0.731,0.086,-0.006,0.169
+TabPFN-TS-3,Toto-2.0-2.5B,0.577,0.385,0.769,0.082,-0.008,0.165
 TabPFN-TS-3,TabPFN-TS-3,0.5,0.5,0.5,0.0,0.0,0.0
+TabPFN-TS-3,Toto-2.0-313m,0.538,0.346,0.731,0.086,-0.006,0.169
+TabPFN-TS-3,TS-ICL,0.654,0.462,0.808,0.058,0.005,0.113
 TabPFN-TS-3,TiRex,0.577,0.385,0.769,0.117,0.03,0.195
 TabPFN-TS-3,citras-fm,0.692,0.538,0.885,0.08,0.022,0.134
 TabPFN-TS-3,TabPFN-TS,0.769,0.615,0.923,0.057,0.008,0.098
 TabPFN-TS-3,Toto-2.0-22m,0.615,0.423,0.808,0.113,0.029,0.192
 TabPFN-TS-3,TimesFM-2.5,0.654,0.462,0.809,0.136,0.046,0.217
 TabPFN-TS-3,FlowState,0.731,0.538,0.885,0.144,0.053,0.217
-TabPFN-TS-3,Moirai-2.0,0.692,0.5,0.846,0.155,0.07,0.235
 TabPFN-TS-3,Chronos-Bolt,0.769,0.615,0.923,0.138,0.059,0.21
-TabPFN-TS-3,Toto-2.0-4m,0.692,0.5,0.846,0.155,0.067,0.235
+TabPFN-TS-3,Moirai-2.0,0.692,0.5,0.846,0.155,0.07,0.235
 TabPFN-TS-3,Seasonal Naive,1.0,1.0,1.0,0.421,0.35,0.49
+Toto-2.0-313m,Chronos-2,0.385,0.192,0.577,-0.124,-0.216,-0.043
+Toto-2.0-313m,Toto-2.0-1B,0.423,0.231,0.615,-0.008,-0.02,0.003
+Toto-2.0-313m,TiRex-2,0.5,0.308,0.692,-0.072,-0.172,0.004
+Toto-2.0-313m,Toto-2.0-2.5B,0.308,0.154,0.462,-0.004,-0.015,0.008
+Toto-2.0-313m,TabPFN-TS-3,0.462,0.269,0.654,-0.094,-0.204,0.006
+Toto-2.0-313m,Toto-2.0-313m,0.5,0.5,0.5,0.0,0.0,0.0
+Toto-2.0-313m,TS-ICL,0.577,0.385,0.769,-0.03,-0.101,0.034
+Toto-2.0-313m,TiRex,0.654,0.462,0.846,0.034,0.013,0.057
+Toto-2.0-313m,citras-fm,0.615,0.423,0.808,-0.006,-0.069,0.044
+Toto-2.0-313m,TabPFN-TS,0.615,0.423,0.808,-0.032,-0.133,0.048
+Toto-2.0-313m,Toto-2.0-22m,0.769,0.614,0.923,0.03,0.017,0.045
+Toto-2.0-313m,TimesFM-2.5,0.731,0.538,0.885,0.055,0.025,0.084
+Toto-2.0-313m,FlowState,0.808,0.654,0.962,0.063,0.034,0.094
+Toto-2.0-313m,Chronos-Bolt,0.808,0.654,0.962,0.057,0.023,0.089
+Toto-2.0-313m,Moirai-2.0,0.769,0.577,0.923,0.075,0.046,0.105
+Toto-2.0-313m,Seasonal Naive,1.0,1.0,1.0,0.367,0.309,0.428
+TS-ICL,Chronos-2,0.154,0.038,0.308,-0.092,-0.136,-0.051
+TS-ICL,Toto-2.0-1B,0.423,0.231,0.615,0.021,-0.045,0.085
+TS-ICL,TiRex-2,0.269,0.077,0.462,-0.041,-0.092,0.008
+TS-ICL,Toto-2.0-2.5B,0.423,0.231,0.615,0.025,-0.038,0.087
+TS-ICL,TabPFN-TS-3,0.346,0.192,0.538,-0.062,-0.127,-0.005
+TS-ICL,Toto-2.0-313m,0.423,0.231,0.615,0.029,-0.035,0.092
+TS-ICL,TS-ICL,0.5,0.5,0.5,0.0,0.0,0.0
+TS-ICL,TiRex,0.5,0.308,0.692,0.062,0.0,0.123
+TS-ICL,citras-fm,0.538,0.346,0.731,0.024,-0.026,0.069
+TS-ICL,TabPFN-TS,0.654,0.462,0.846,-0.002,-0.063,0.053
+TS-ICL,Toto-2.0-22m,0.5,0.345,0.692,0.059,-0.003,0.119
+TS-ICL,TimesFM-2.5,0.615,0.423,0.769,0.082,0.014,0.146
+TS-ICL,FlowState,0.615,0.423,0.808,0.091,0.024,0.151
+TS-ICL,Chronos-Bolt,0.654,0.462,0.808,0.084,0.02,0.148
+TS-ICL,Moirai-2.0,0.769,0.614,0.923,0.103,0.043,0.161
+TS-ICL,Seasonal Naive,1.0,1.0,1.0,0.385,0.316,0.455
 TiRex,Chronos-2,0.269,0.115,0.462,-0.164,-0.257,-0.078
 TiRex,Toto-2.0-1B,0.308,0.154,0.5,-0.044,-0.075,-0.016
-TiRex,Toto-2.0-2.5B,0.269,0.115,0.462,-0.04,-0.069,-0.013
 TiRex,TiRex-2,0.308,0.154,0.462,-0.11,-0.204,-0.034
-TiRex,Toto-2.0-313m,0.346,0.154,0.538,-0.035,-0.061,-0.013
+TiRex,Toto-2.0-2.5B,0.269,0.115,0.462,-0.04,-0.069,-0.013
 TiRex,TabPFN-TS-3,0.423,0.231,0.615,-0.133,-0.242,-0.031
+TiRex,Toto-2.0-313m,0.346,0.154,0.538,-0.035,-0.061,-0.013
+TiRex,TS-ICL,0.5,0.308,0.692,-0.067,-0.14,-0.0
 TiRex,TiRex,0.5,0.5,0.5,0.0,0.0,0.0
 TiRex,citras-fm,0.577,0.385,0.769,-0.042,-0.101,0.005
 TiRex,TabPFN-TS,0.5,0.308,0.692,-0.068,-0.171,0.014
 TiRex,Toto-2.0-22m,0.538,0.346,0.731,-0.004,-0.029,0.02
 TiRex,TimesFM-2.5,0.673,0.481,0.846,0.021,-0.002,0.045
 TiRex,FlowState,0.635,0.461,0.808,0.03,0.003,0.06
-TiRex,Moirai-2.0,0.788,0.615,0.923,0.043,0.014,0.075
 TiRex,Chronos-Bolt,0.75,0.577,0.885,0.023,-0.005,0.052
-TiRex,Toto-2.0-4m,0.769,0.614,0.923,0.043,0.012,0.072
+TiRex,Moirai-2.0,0.788,0.615,0.923,0.043,0.014,0.075
 TiRex,Seasonal Naive,1.0,1.0,1.0,0.344,0.286,0.404
 citras-fm,Chronos-2,0.192,0.038,0.346,-0.118,-0.17,-0.063
 citras-fm,Toto-2.0-1B,0.385,0.192,0.577,-0.002,-0.058,0.06
-citras-fm,Toto-2.0-2.5B,0.423,0.231,0.615,0.002,-0.053,0.065
 citras-fm,TiRex-2,0.308,0.154,0.5,-0.066,-0.131,-0.004
-citras-fm,Toto-2.0-313m,0.385,0.192,0.577,0.006,-0.046,0.065
+citras-fm,Toto-2.0-2.5B,0.423,0.231,0.615,0.002,-0.053,0.065
 citras-fm,TabPFN-TS-3,0.308,0.115,0.462,-0.087,-0.155,-0.022
+citras-fm,Toto-2.0-313m,0.385,0.192,0.577,0.006,-0.046,0.065
+citras-fm,TS-ICL,0.462,0.269,0.654,-0.024,-0.074,0.025
 citras-fm,TiRex,0.423,0.231,0.615,0.04,-0.005,0.091
 citras-fm,citras-fm,0.5,0.5,0.5,0.0,0.0,0.0
 citras-fm,TabPFN-TS,0.423,0.231,0.615,-0.026,-0.077,0.023
 citras-fm,Toto-2.0-22m,0.577,0.385,0.769,0.036,-0.015,0.094
 citras-fm,TimesFM-2.5,0.5,0.308,0.654,0.06,0.012,0.114
 citras-fm,FlowState,0.692,0.5,0.846,0.069,0.021,0.117
-citras-fm,Moirai-2.0,0.731,0.538,0.885,0.081,0.027,0.144
 citras-fm,Chronos-Bolt,0.731,0.538,0.885,0.062,0.024,0.108
-citras-fm,Toto-2.0-4m,0.654,0.462,0.846,0.082,0.024,0.142
+citras-fm,Moirai-2.0,0.731,0.538,0.885,0.081,0.027,0.144
 citras-fm,Seasonal Naive,1.0,1.0,1.0,0.371,0.307,0.432
 TabPFN-TS,Chronos-2,0.192,0.077,0.346,-0.09,-0.136,-0.046
 TabPFN-TS,Toto-2.0-1B,0.346,0.154,0.538,0.023,-0.059,0.107
-TabPFN-TS,Toto-2.0-2.5B,0.346,0.154,0.538,0.027,-0.051,0.111
 TabPFN-TS,TiRex-2,0.346,0.154,0.538,-0.039,-0.095,0.015
-TabPFN-TS,Toto-2.0-313m,0.385,0.192,0.577,0.031,-0.05,0.117
+TabPFN-TS,Toto-2.0-2.5B,0.346,0.154,0.538,0.027,-0.051,0.111
 TabPFN-TS,TabPFN-TS-3,0.231,0.077,0.385,-0.06,-0.109,-0.008
+TabPFN-TS,Toto-2.0-313m,0.385,0.192,0.577,0.031,-0.05,0.117
+TabPFN-TS,TS-ICL,0.346,0.154,0.538,0.002,-0.056,0.059
 TabPFN-TS,TiRex,0.5,0.308,0.692,0.064,-0.014,0.146
 TabPFN-TS,citras-fm,0.577,0.385,0.769,0.025,-0.023,0.071
 TabPFN-TS,TabPFN-TS,0.5,0.5,0.5,0.0,0.0,0.0
 TabPFN-TS,Toto-2.0-22m,0.5,0.308,0.692,0.06,-0.022,0.145
 TabPFN-TS,TimesFM-2.5,0.5,0.308,0.692,0.084,0.006,0.167
 TabPFN-TS,FlowState,0.615,0.423,0.808,0.092,0.015,0.166
-TabPFN-TS,Moirai-2.0,0.577,0.385,0.769,0.104,0.024,0.189
 TabPFN-TS,Chronos-Bolt,0.654,0.462,0.846,0.086,0.022,0.16
-TabPFN-TS,Toto-2.0-4m,0.615,0.423,0.808,0.105,0.018,0.189
+TabPFN-TS,Moirai-2.0,0.577,0.385,0.769,0.104,0.024,0.189
 TabPFN-TS,Seasonal Naive,1.0,1.0,1.0,0.386,0.308,0.462
 Toto-2.0-22m,Chronos-2,0.192,0.077,0.346,-0.159,-0.254,-0.077
 Toto-2.0-22m,Toto-2.0-1B,0.115,0.0,0.269,-0.039,-0.057,-0.025
-Toto-2.0-22m,Toto-2.0-2.5B,0.192,0.038,0.346,-0.035,-0.05,-0.021
 Toto-2.0-22m,TiRex-2,0.423,0.231,0.615,-0.106,-0.198,-0.028
-Toto-2.0-22m,Toto-2.0-313m,0.231,0.077,0.386,-0.031,-0.047,-0.018
+Toto-2.0-22m,Toto-2.0-2.5B,0.192,0.038,0.346,-0.035,-0.05,-0.021
 Toto-2.0-22m,TabPFN-TS-3,0.385,0.192,0.577,-0.128,-0.238,-0.029
+Toto-2.0-22m,Toto-2.0-313m,0.231,0.077,0.386,-0.031,-0.047,-0.018
+Toto-2.0-22m,TS-ICL,0.5,0.308,0.655,-0.062,-0.135,0.003
 Toto-2.0-22m,TiRex,0.462,0.269,0.654,0.004,-0.02,0.028
 Toto-2.0-22m,citras-fm,0.423,0.231,0.615,-0.037,-0.104,0.015
 Toto-2.0-22m,TabPFN-TS,0.5,0.308,0.692,-0.064,-0.17,0.021
 Toto-2.0-22m,Toto-2.0-22m,0.5,0.5,0.5,0.0,0.0,0.0
 Toto-2.0-22m,TimesFM-2.5,0.615,0.423,0.808,0.025,-0.009,0.059
 Toto-2.0-22m,FlowState,0.615,0.423,0.808,0.034,-0.001,0.07
-Toto-2.0-22m,Moirai-2.0,0.654,0.462,0.846,0.047,0.018,0.075
 Toto-2.0-22m,Chronos-Bolt,0.692,0.5,0.885,0.027,-0.009,0.062
-Toto-2.0-22m,Toto-2.0-4m,0.731,0.577,0.885,0.047,0.022,0.073
+Toto-2.0-22m,Moirai-2.0,0.654,0.462,0.846,0.047,0.018,0.075
 Toto-2.0-22m,Seasonal Naive,1.0,1.0,1.0,0.347,0.288,0.407
 TimesFM-2.5,Chronos-2,0.231,0.077,0.423,-0.189,-0.291,-0.09
 TimesFM-2.5,Toto-2.0-1B,0.192,0.038,0.346,-0.066,-0.106,-0.029
-TimesFM-2.5,Toto-2.0-2.5B,0.308,0.154,0.5,-0.062,-0.102,-0.025
 TimesFM-2.5,TiRex-2,0.269,0.115,0.462,-0.134,-0.24,-0.046
-TimesFM-2.5,Toto-2.0-313m,0.269,0.115,0.462,-0.058,-0.092,-0.026
+TimesFM-2.5,Toto-2.0-2.5B,0.308,0.154,0.5,-0.062,-0.102,-0.025
 TimesFM-2.5,TabPFN-TS-3,0.346,0.191,0.538,-0.157,-0.277,-0.048
+TimesFM-2.5,Toto-2.0-313m,0.269,0.115,0.462,-0.058,-0.092,-0.026
+TimesFM-2.5,TS-ICL,0.385,0.231,0.577,-0.09,-0.17,-0.014
 TimesFM-2.5,TiRex,0.327,0.154,0.519,-0.021,-0.047,0.002
 TimesFM-2.5,citras-fm,0.5,0.346,0.692,-0.064,-0.128,-0.012
 TimesFM-2.5,TabPFN-TS,0.5,0.308,0.692,-0.091,-0.2,-0.006
 TimesFM-2.5,Toto-2.0-22m,0.385,0.192,0.577,-0.026,-0.062,0.009
 TimesFM-2.5,TimesFM-2.5,0.5,0.5,0.5,0.0,0.0,0.0
 TimesFM-2.5,FlowState,0.577,0.404,0.75,0.009,-0.023,0.04
-TimesFM-2.5,Moirai-2.0,0.615,0.442,0.808,0.022,-0.023,0.067
 TimesFM-2.5,Chronos-Bolt,0.538,0.365,0.712,0.002,-0.028,0.029
-TimesFM-2.5,Toto-2.0-4m,0.615,0.423,0.808,0.023,-0.015,0.057
+TimesFM-2.5,Moirai-2.0,0.615,0.442,0.808,0.022,-0.023,0.067
 TimesFM-2.5,Seasonal Naive,1.0,1.0,1.0,0.33,0.269,0.394
 FlowState,Chronos-2,0.115,0.0,0.269,-0.2,-0.294,-0.11
 FlowState,Toto-2.0-1B,0.154,0.038,0.308,-0.076,-0.116,-0.04
-FlowState,Toto-2.0-2.5B,0.154,0.038,0.308,-0.072,-0.113,-0.036
 FlowState,TiRex-2,0.269,0.115,0.423,-0.145,-0.245,-0.061
-FlowState,Toto-2.0-313m,0.192,0.038,0.346,-0.068,-0.104,-0.035
+FlowState,Toto-2.0-2.5B,0.154,0.038,0.308,-0.072,-0.113,-0.036
 FlowState,TabPFN-TS-3,0.269,0.115,0.462,-0.168,-0.277,-0.057
+FlowState,Toto-2.0-313m,0.192,0.038,0.346,-0.068,-0.104,-0.035
+FlowState,TS-ICL,0.385,0.192,0.577,-0.1,-0.178,-0.025
 FlowState,TiRex,0.365,0.192,0.539,-0.031,-0.064,-0.003
 FlowState,citras-fm,0.308,0.154,0.5,-0.074,-0.133,-0.021
 FlowState,TabPFN-TS,0.385,0.192,0.577,-0.102,-0.199,-0.015
 FlowState,Toto-2.0-22m,0.385,0.192,0.577,-0.035,-0.075,0.001
 FlowState,TimesFM-2.5,0.423,0.25,0.596,-0.009,-0.042,0.022
 FlowState,FlowState,0.5,0.5,0.5,0.0,0.0,0.0
-FlowState,Moirai-2.0,0.538,0.384,0.712,0.013,-0.029,0.059
 FlowState,Chronos-Bolt,0.538,0.365,0.712,-0.007,-0.041,0.029
-FlowState,Toto-2.0-4m,0.654,0.462,0.809,0.014,-0.03,0.052
+FlowState,Moirai-2.0,0.538,0.384,0.712,0.013,-0.029,0.059
 FlowState,Seasonal Naive,0.962,0.885,1.0,0.324,0.259,0.389
-Moirai-2.0,Chronos-2,0.077,0.0,0.192,-0.216,-0.319,-0.125
-Moirai-2.0,Toto-2.0-1B,0.154,0.038,0.308,-0.09,-0.125,-0.058
-Moirai-2.0,Toto-2.0-2.5B,0.115,0.0,0.232,-0.086,-0.122,-0.054
-Moirai-2.0,TiRex-2,0.192,0.077,0.346,-0.16,-0.257,-0.082
-Moirai-2.0,Toto-2.0-313m,0.231,0.077,0.423,-0.082,-0.117,-0.048
-Moirai-2.0,TabPFN-TS-3,0.308,0.154,0.5,-0.183,-0.308,-0.075
-Moirai-2.0,TiRex,0.212,0.077,0.385,-0.045,-0.081,-0.014
-Moirai-2.0,citras-fm,0.269,0.115,0.462,-0.088,-0.168,-0.028
-Moirai-2.0,TabPFN-TS,0.423,0.231,0.615,-0.116,-0.233,-0.025
-Moirai-2.0,Toto-2.0-22m,0.346,0.154,0.538,-0.049,-0.081,-0.018
-Moirai-2.0,TimesFM-2.5,0.385,0.192,0.558,-0.023,-0.071,0.023
-Moirai-2.0,FlowState,0.462,0.288,0.616,-0.013,-0.062,0.029
-Moirai-2.0,Moirai-2.0,0.5,0.5,0.5,0.0,0.0,0.0
-Moirai-2.0,Chronos-Bolt,0.5,0.346,0.673,-0.02,-0.075,0.025
-Moirai-2.0,Toto-2.0-4m,0.5,0.308,0.692,0.001,-0.036,0.039
-Moirai-2.0,Seasonal Naive,0.923,0.808,1.0,0.315,0.249,0.385
 Chronos-Bolt,Chronos-2,0.077,0.0,0.192,-0.192,-0.28,-0.106
 Chronos-Bolt,Toto-2.0-1B,0.154,0.038,0.308,-0.069,-0.108,-0.029
-Chronos-Bolt,Toto-2.0-2.5B,0.115,0.0,0.232,-0.064,-0.101,-0.028
 Chronos-Bolt,TiRex-2,0.154,0.038,0.308,-0.137,-0.24,-0.053
-Chronos-Bolt,Toto-2.0-313m,0.192,0.038,0.346,-0.06,-0.097,-0.024
+Chronos-Bolt,Toto-2.0-2.5B,0.115,0.0,0.232,-0.064,-0.101,-0.028
 Chronos-Bolt,TabPFN-TS-3,0.231,0.077,0.385,-0.16,-0.266,-0.063
+Chronos-Bolt,Toto-2.0-313m,0.192,0.038,0.346,-0.06,-0.097,-0.024
+Chronos-Bolt,TS-ICL,0.346,0.192,0.538,-0.092,-0.174,-0.02
 Chronos-Bolt,TiRex,0.25,0.115,0.423,-0.024,-0.055,0.005
 Chronos-Bolt,citras-fm,0.269,0.115,0.462,-0.066,-0.121,-0.024
 Chronos-Bolt,TabPFN-TS,0.346,0.154,0.538,-0.094,-0.19,-0.023
 Chronos-Bolt,Toto-2.0-22m,0.308,0.115,0.5,-0.028,-0.066,0.009
 Chronos-Bolt,TimesFM-2.5,0.462,0.288,0.635,-0.002,-0.03,0.027
 Chronos-Bolt,FlowState,0.462,0.288,0.635,0.007,-0.03,0.039
-Chronos-Bolt,Moirai-2.0,0.5,0.327,0.654,0.02,-0.025,0.07
 Chronos-Bolt,Chronos-Bolt,0.5,0.5,0.5,0.0,0.0,0.0
-Chronos-Bolt,Toto-2.0-4m,0.5,0.308,0.692,0.021,-0.023,0.063
+Chronos-Bolt,Moirai-2.0,0.5,0.327,0.654,0.02,-0.025,0.07
 Chronos-Bolt,Seasonal Naive,1.0,1.0,1.0,0.329,0.273,0.388
-Toto-2.0-4m,Chronos-2,0.115,0.0,0.232,-0.217,-0.33,-0.116
-Toto-2.0-4m,Toto-2.0-1B,0.115,0.0,0.269,-0.091,-0.132,-0.054
-Toto-2.0-4m,Toto-2.0-2.5B,0.154,0.038,0.308,-0.087,-0.126,-0.05
-Toto-2.0-4m,TiRex-2,0.115,0.0,0.231,-0.161,-0.264,-0.071
-Toto-2.0-4m,Toto-2.0-313m,0.154,0.038,0.308,-0.082,-0.117,-0.049
-Toto-2.0-4m,TabPFN-TS-3,0.308,0.154,0.5,-0.184,-0.307,-0.072
-Toto-2.0-4m,TiRex,0.231,0.077,0.386,-0.045,-0.078,-0.012
-Toto-2.0-4m,citras-fm,0.346,0.154,0.538,-0.089,-0.166,-0.025
-Toto-2.0-4m,TabPFN-TS,0.385,0.192,0.577,-0.117,-0.234,-0.018
-Toto-2.0-4m,Toto-2.0-22m,0.269,0.115,0.423,-0.05,-0.079,-0.023
-Toto-2.0-4m,TimesFM-2.5,0.385,0.192,0.577,-0.023,-0.061,0.015
-Toto-2.0-4m,FlowState,0.346,0.191,0.538,-0.014,-0.054,0.029
-Toto-2.0-4m,Moirai-2.0,0.5,0.308,0.692,-0.001,-0.041,0.035
-Toto-2.0-4m,Chronos-Bolt,0.5,0.308,0.692,-0.021,-0.067,0.023
-Toto-2.0-4m,Toto-2.0-4m,0.5,0.5,0.5,0.0,0.0,0.0
-Toto-2.0-4m,Seasonal Naive,1.0,1.0,1.0,0.315,0.256,0.378
+Moirai-2.0,Chronos-2,0.077,0.0,0.192,-0.216,-0.319,-0.125
+Moirai-2.0,Toto-2.0-1B,0.154,0.038,0.308,-0.09,-0.125,-0.058
+Moirai-2.0,TiRex-2,0.192,0.077,0.346,-0.16,-0.257,-0.082
+Moirai-2.0,Toto-2.0-2.5B,0.115,0.0,0.232,-0.086,-0.122,-0.054
+Moirai-2.0,TabPFN-TS-3,0.308,0.154,0.5,-0.183,-0.308,-0.075
+Moirai-2.0,Toto-2.0-313m,0.231,0.077,0.423,-0.082,-0.117,-0.048
+Moirai-2.0,TS-ICL,0.231,0.077,0.386,-0.114,-0.192,-0.045
+Moirai-2.0,TiRex,0.212,0.077,0.385,-0.045,-0.081,-0.014
+Moirai-2.0,citras-fm,0.269,0.115,0.462,-0.088,-0.168,-0.028
+Moirai-2.0,TabPFN-TS,0.423,0.231,0.615,-0.116,-0.233,-0.025
+Moirai-2.0,Toto-2.0-22m,0.346,0.154,0.538,-0.049,-0.081,-0.018
+Moirai-2.0,TimesFM-2.5,0.385,0.192,0.558,-0.023,-0.071,0.023
+Moirai-2.0,FlowState,0.462,0.288,0.616,-0.013,-0.062,0.029
+Moirai-2.0,Chronos-Bolt,0.5,0.346,0.673,-0.02,-0.075,0.025
+Moirai-2.0,Moirai-2.0,0.5,0.5,0.5,0.0,0.0,0.0
+Moirai-2.0,Seasonal Naive,0.923,0.808,1.0,0.315,0.249,0.385
 Seasonal Naive,Chronos-2,0.0,0.0,0.0,-0.776,-0.987,-0.581
 Seasonal Naive,Toto-2.0-1B,0.0,0.0,0.0,-0.592,-0.765,-0.454
-Seasonal Naive,Toto-2.0-2.5B,0.0,0.0,0.0,-0.586,-0.754,-0.453
 Seasonal Naive,TiRex-2,0.0,0.0,0.0,-0.694,-0.92,-0.5
-Seasonal Naive,Toto-2.0-313m,0.0,0.0,0.0,-0.58,-0.749,-0.446
+Seasonal Naive,Toto-2.0-2.5B,0.0,0.0,0.0,-0.586,-0.754,-0.453
 Seasonal Naive,TabPFN-TS-3,0.0,0.0,0.0,-0.728,-0.962,-0.539
+Seasonal Naive,Toto-2.0-313m,0.0,0.0,0.0,-0.58,-0.749,-0.446
+Seasonal Naive,TS-ICL,0.0,0.0,0.0,-0.627,-0.834,-0.462
 Seasonal Naive,TiRex,0.0,0.0,0.0,-0.526,-0.679,-0.401
 Seasonal Naive,citras-fm,0.0,0.0,0.0,-0.589,-0.761,-0.444
 Seasonal Naive,TabPFN-TS,0.0,0.0,0.0,-0.63,-0.858,-0.445
 Seasonal Naive,Toto-2.0-22m,0.0,0.0,0.0,-0.532,-0.686,-0.404
 Seasonal Naive,TimesFM-2.5,0.0,0.0,0.0,-0.493,-0.65,-0.368
 Seasonal Naive,FlowState,0.038,0.0,0.115,-0.48,-0.638,-0.35
-Seasonal Naive,Moirai-2.0,0.077,0.0,0.192,-0.46,-0.627,-0.331
 Seasonal Naive,Chronos-Bolt,0.0,0.0,0.0,-0.49,-0.633,-0.376
-Seasonal Naive,Toto-2.0-4m,0.0,0.0,0.0,-0.459,-0.608,-0.344
+Seasonal Naive,Moirai-2.0,0.077,0.0,0.192,-0.46,-0.627,-0.331
 Seasonal Naive,Seasonal Naive,0.5,0.5,0.5,0.0,0.0,0.0

tables/domain_energy/pairwise_WAPE.csv

@@ -1,257 +1,257 @@
 model_1,model_2,win_rate,win_rate_lower,win_rate_upper,skill_score,skill_score_lower,skill_score_upper
 Chronos-2,Chronos-2,0.5,0.5,0.5,0.0,0.0,0.0
-Chronos-2,Toto-2.0-1B,0.615,0.423,0.808,0.095,0.019,0.17
 Chronos-2,Toto-2.0-313m,0.615,0.423,0.808,0.099,0.028,0.168
+Chronos-2,Toto-2.0-1B,0.615,0.423,0.808,0.095,0.019,0.17
 Chronos-2,Toto-2.0-2.5B,0.615,0.423,0.808,0.104,0.03,0.173
 Chronos-2,TiRex-2,0.615,0.423,0.808,0.048,0.002,0.096
+Chronos-2,TS-ICL,0.769,0.577,0.923,0.053,-0.002,0.103
 Chronos-2,TabPFN-TS-3,0.731,0.538,0.885,0.045,-0.012,0.099
 Chronos-2,citras-fm,0.731,0.577,0.885,0.086,0.041,0.13
 Chronos-2,Toto-2.0-22m,0.692,0.5,0.846,0.122,0.054,0.188
 Chronos-2,TabPFN-TS,0.808,0.654,0.923,0.103,0.035,0.178
 Chronos-2,TiRex,0.846,0.692,0.962,0.141,0.074,0.204
 Chronos-2,TimesFM-2.5,0.731,0.538,0.885,0.149,0.075,0.214
-Chronos-2,Moirai-2.0,0.885,0.731,1.0,0.156,0.089,0.221
 Chronos-2,Chronos-Bolt,0.923,0.808,1.0,0.149,0.081,0.219
+Chronos-2,Moirai-2.0,0.885,0.731,1.0,0.156,0.089,0.221
 Chronos-2,FlowState,0.808,0.654,0.923,0.146,0.079,0.202
-Chronos-2,Sundial-Base,0.846,0.692,0.962,0.13,0.071,0.194
 Chronos-2,Seasonal Naive,0.923,0.808,1.0,0.376,0.282,0.449
-Toto-2.0-1B,Chronos-2,0.385,0.192,0.577,-0.104,-0.204,-0.02
-Toto-2.0-1B,Toto-2.0-1B,0.5,0.5,0.5,0.0,0.0,0.0
-Toto-2.0-1B,Toto-2.0-313m,0.462,0.269,0.654,0.005,-0.012,0.025
-Toto-2.0-1B,Toto-2.0-2.5B,0.5,0.308,0.692,0.01,-0.003,0.026
-Toto-2.0-1B,TiRex-2,0.577,0.385,0.769,-0.052,-0.153,0.034
-Toto-2.0-1B,TabPFN-TS-3,0.462,0.269,0.654,-0.055,-0.17,0.057
-Toto-2.0-1B,citras-fm,0.615,0.423,0.808,-0.01,-0.081,0.053
-Toto-2.0-1B,Toto-2.0-22m,0.769,0.577,0.923,0.03,0.006,0.053
-Toto-2.0-1B,TabPFN-TS,0.577,0.385,0.769,0.01,-0.1,0.109
-Toto-2.0-1B,TiRex,0.769,0.615,0.923,0.051,0.016,0.094
-Toto-2.0-1B,TimesFM-2.5,0.808,0.654,0.962,0.06,0.02,0.109
-Toto-2.0-1B,Moirai-2.0,0.769,0.577,0.923,0.068,0.029,0.113
-Toto-2.0-1B,Chronos-Bolt,0.808,0.654,0.962,0.06,0.011,0.118
-Toto-2.0-1B,FlowState,0.769,0.615,0.923,0.057,0.015,0.097
-Toto-2.0-1B,Sundial-Base,0.808,0.654,0.962,0.039,-0.069,0.14
-Toto-2.0-1B,Seasonal Naive,0.962,0.885,1.0,0.31,0.223,0.392
 Toto-2.0-313m,Chronos-2,0.385,0.192,0.577,-0.11,-0.202,-0.029
-Toto-2.0-313m,Toto-2.0-1B,0.538,0.346,0.731,-0.005,-0.026,0.012
 Toto-2.0-313m,Toto-2.0-313m,0.5,0.5,0.5,0.0,0.0,0.0
+Toto-2.0-313m,Toto-2.0-1B,0.538,0.346,0.731,-0.005,-0.026,0.012
 Toto-2.0-313m,Toto-2.0-2.5B,0.423,0.231,0.615,0.006,-0.007,0.018
 Toto-2.0-313m,TiRex-2,0.538,0.346,0.731,-0.057,-0.158,0.028
+Toto-2.0-313m,TS-ICL,0.577,0.385,0.769,-0.051,-0.139,0.026
 Toto-2.0-313m,TabPFN-TS-3,0.577,0.385,0.769,-0.06,-0.174,0.05
 Toto-2.0-313m,citras-fm,0.615,0.423,0.808,-0.014,-0.084,0.042
 Toto-2.0-313m,Toto-2.0-22m,0.731,0.538,0.885,0.026,0.005,0.044
 Toto-2.0-313m,TabPFN-TS,0.692,0.5,0.846,0.005,-0.109,0.1
 Toto-2.0-313m,TiRex,0.654,0.462,0.846,0.047,0.019,0.079
 Toto-2.0-313m,TimesFM-2.5,0.769,0.615,0.923,0.055,0.019,0.099
-Toto-2.0-313m,Moirai-2.0,0.769,0.577,0.923,0.064,0.026,0.103
 Toto-2.0-313m,Chronos-Bolt,0.846,0.692,0.962,0.056,0.014,0.105
+Toto-2.0-313m,Moirai-2.0,0.769,0.577,0.923,0.064,0.026,0.103
 Toto-2.0-313m,FlowState,0.808,0.654,0.962,0.052,0.012,0.09
-Toto-2.0-313m,Sundial-Base,0.769,0.615,0.923,0.034,-0.073,0.132
 Toto-2.0-313m,Seasonal Naive,0.923,0.808,1.0,0.307,0.221,0.386
+Toto-2.0-1B,Chronos-2,0.385,0.192,0.577,-0.104,-0.204,-0.02
+Toto-2.0-1B,Toto-2.0-313m,0.462,0.269,0.654,0.005,-0.012,0.025
+Toto-2.0-1B,Toto-2.0-1B,0.5,0.5,0.5,0.0,0.0,0.0
+Toto-2.0-1B,Toto-2.0-2.5B,0.5,0.308,0.692,0.01,-0.003,0.026
+Toto-2.0-1B,TiRex-2,0.577,0.385,0.769,-0.052,-0.153,0.034
+Toto-2.0-1B,TS-ICL,0.462,0.269,0.654,-0.046,-0.136,0.034
+Toto-2.0-1B,TabPFN-TS-3,0.462,0.269,0.654,-0.055,-0.17,0.057
+Toto-2.0-1B,citras-fm,0.615,0.423,0.808,-0.01,-0.081,0.053
+Toto-2.0-1B,Toto-2.0-22m,0.769,0.577,0.923,0.03,0.006,0.053
+Toto-2.0-1B,TabPFN-TS,0.577,0.385,0.769,0.01,-0.1,0.109
+Toto-2.0-1B,TiRex,0.769,0.615,0.923,0.051,0.016,0.094
+Toto-2.0-1B,TimesFM-2.5,0.808,0.654,0.962,0.06,0.02,0.109
+Toto-2.0-1B,Chronos-Bolt,0.808,0.654,0.962,0.06,0.011,0.118
+Toto-2.0-1B,Moirai-2.0,0.769,0.577,0.923,0.068,0.029,0.113
+Toto-2.0-1B,FlowState,0.769,0.615,0.923,0.057,0.015,0.097
+Toto-2.0-1B,Seasonal Naive,0.962,0.885,1.0,0.31,0.223,0.392
 Toto-2.0-2.5B,Chronos-2,0.385,0.192,0.577,-0.116,-0.209,-0.031
-Toto-2.0-2.5B,Toto-2.0-1B,0.5,0.308,0.692,-0.011,-0.027,0.003
 Toto-2.0-2.5B,Toto-2.0-313m,0.577,0.385,0.769,-0.006,-0.018,0.007
+Toto-2.0-2.5B,Toto-2.0-1B,0.5,0.308,0.692,-0.011,-0.027,0.003
 Toto-2.0-2.5B,Toto-2.0-2.5B,0.5,0.5,0.5,0.0,0.0,0.0
 Toto-2.0-2.5B,TiRex-2,0.577,0.385,0.769,-0.063,-0.16,0.02
+Toto-2.0-2.5B,TS-ICL,0.462,0.269,0.654,-0.057,-0.143,0.019
 Toto-2.0-2.5B,TabPFN-TS-3,0.5,0.346,0.692,-0.066,-0.174,0.041
 Toto-2.0-2.5B,citras-fm,0.5,0.308,0.692,-0.02,-0.088,0.038
 Toto-2.0-2.5B,Toto-2.0-22m,0.731,0.538,0.885,0.02,0.002,0.037
 Toto-2.0-2.5B,TabPFN-TS,0.615,0.423,0.808,-0.001,-0.108,0.094
 Toto-2.0-2.5B,TiRex,0.692,0.5,0.885,0.041,0.011,0.077
 Toto-2.0-2.5B,TimesFM-2.5,0.692,0.5,0.885,0.05,0.012,0.097
-Toto-2.0-2.5B,Moirai-2.0,0.731,0.538,0.885,0.058,0.019,0.099
 Toto-2.0-2.5B,Chronos-Bolt,0.808,0.654,0.962,0.05,0.005,0.099
+Toto-2.0-2.5B,Moirai-2.0,0.731,0.538,0.885,0.058,0.019,0.099
 Toto-2.0-2.5B,FlowState,0.769,0.615,0.923,0.047,0.006,0.086
-Toto-2.0-2.5B,Sundial-Base,0.731,0.577,0.885,0.028,-0.075,0.128
 Toto-2.0-2.5B,Seasonal Naive,0.923,0.808,1.0,0.303,0.219,0.384
 TiRex-2,Chronos-2,0.385,0.192,0.577,-0.05,-0.106,-0.002
-TiRex-2,Toto-2.0-1B,0.423,0.231,0.615,0.049,-0.035,0.133
 TiRex-2,Toto-2.0-313m,0.462,0.269,0.654,0.054,-0.029,0.137
+TiRex-2,Toto-2.0-1B,0.423,0.231,0.615,0.049,-0.035,0.133
 TiRex-2,Toto-2.0-2.5B,0.423,0.231,0.615,0.059,-0.02,0.138
 TiRex-2,TiRex-2,0.5,0.5,0.5,0.0,0.0,0.0
+TiRex-2,TS-ICL,0.5,0.308,0.692,0.006,-0.049,0.06
 TiRex-2,TabPFN-TS-3,0.538,0.346,0.731,-0.003,-0.078,0.069
 TiRex-2,citras-fm,0.577,0.385,0.769,0.04,-0.024,0.102
 TiRex-2,Toto-2.0-22m,0.538,0.346,0.731,0.078,0.004,0.154
 TiRex-2,TabPFN-TS,0.692,0.5,0.846,0.058,-0.019,0.139
 TiRex-2,TiRex,0.577,0.385,0.769,0.098,0.027,0.167
 TiRex-2,TimesFM-2.5,0.615,0.423,0.769,0.106,0.033,0.182
-TiRex-2,Moirai-2.0,0.731,0.538,0.885,0.114,0.041,0.183
 TiRex-2,Chronos-Bolt,0.654,0.462,0.846,0.107,0.025,0.193
+TiRex-2,Moirai-2.0,0.731,0.538,0.885,0.114,0.041,0.183
 TiRex-2,FlowState,0.731,0.538,0.885,0.103,0.027,0.175
-TiRex-2,Sundial-Base,0.769,0.615,0.923,0.086,0.001,0.169
 TiRex-2,Seasonal Naive,0.962,0.885,1.0,0.344,0.247,0.425
+TS-ICL,Chronos-2,0.231,0.077,0.423,-0.056,-0.114,0.002
+TS-ICL,Toto-2.0-313m,0.423,0.231,0.615,0.048,-0.027,0.122
+TS-ICL,Toto-2.0-1B,0.538,0.346,0.731,0.044,-0.035,0.12
+TS-ICL,Toto-2.0-2.5B,0.538,0.346,0.731,0.054,-0.02,0.125
+TS-ICL,TiRex-2,0.5,0.308,0.692,-0.006,-0.064,0.047
+TS-ICL,TS-ICL,0.5,0.5,0.5,0.0,0.0,0.0
+TS-ICL,TabPFN-TS-3,0.462,0.269,0.654,-0.009,-0.061,0.04
+TS-ICL,citras-fm,0.615,0.423,0.808,0.035,-0.019,0.084
+TS-ICL,Toto-2.0-22m,0.577,0.385,0.769,0.073,0.01,0.137
+TS-ICL,TabPFN-TS,0.654,0.462,0.846,0.053,-0.008,0.111
+TS-ICL,TiRex,0.538,0.346,0.731,0.093,0.018,0.163
+TS-ICL,TimesFM-2.5,0.692,0.5,0.846,0.101,0.029,0.168
+TS-ICL,Chronos-Bolt,0.577,0.385,0.769,0.101,0.027,0.173
+TS-ICL,Moirai-2.0,0.692,0.5,0.846,0.109,0.035,0.176
+TS-ICL,FlowState,0.692,0.5,0.846,0.098,0.021,0.166
+TS-ICL,Seasonal Naive,0.962,0.885,1.0,0.341,0.266,0.408
 TabPFN-TS-3,Chronos-2,0.269,0.115,0.462,-0.047,-0.11,0.012
-TabPFN-TS-3,Toto-2.0-1B,0.538,0.346,0.731,0.052,-0.061,0.145
 TabPFN-TS-3,Toto-2.0-313m,0.423,0.231,0.615,0.056,-0.053,0.148
+TabPFN-TS-3,Toto-2.0-1B,0.538,0.346,0.731,0.052,-0.061,0.145
 TabPFN-TS-3,Toto-2.0-2.5B,0.5,0.308,0.654,0.062,-0.043,0.148
 TabPFN-TS-3,TiRex-2,0.462,0.269,0.654,0.003,-0.074,0.072
+TabPFN-TS-3,TS-ICL,0.538,0.346,0.731,0.009,-0.042,0.058
 TabPFN-TS-3,TabPFN-TS-3,0.5,0.5,0.5,0.0,0.0,0.0
 TabPFN-TS-3,citras-fm,0.538,0.346,0.731,0.043,-0.024,0.104
 TabPFN-TS-3,Toto-2.0-22m,0.577,0.385,0.769,0.081,-0.016,0.164
 TabPFN-TS-3,TabPFN-TS,0.692,0.5,0.846,0.061,-0.003,0.119
 TabPFN-TS-3,TiRex,0.538,0.346,0.731,0.1,0.002,0.189
 TabPFN-TS-3,TimesFM-2.5,0.577,0.385,0.769,0.109,0.018,0.192
-TabPFN-TS-3,Moirai-2.0,0.654,0.462,0.809,0.116,0.015,0.206
 TabPFN-TS-3,Chronos-Bolt,0.654,0.462,0.846,0.109,0.021,0.191
+TabPFN-TS-3,Moirai-2.0,0.654,0.462,0.809,0.116,0.015,0.206
 TabPFN-TS-3,FlowState,0.654,0.462,0.846,0.106,0.011,0.188
-TabPFN-TS-3,Sundial-Base,0.654,0.462,0.846,0.089,0.008,0.164
 TabPFN-TS-3,Seasonal Naive,0.962,0.885,1.0,0.346,0.261,0.422
 citras-fm,Chronos-2,0.269,0.115,0.423,-0.094,-0.149,-0.042
-citras-fm,Toto-2.0-1B,0.385,0.192,0.577,0.009,-0.056,0.075
 citras-fm,Toto-2.0-313m,0.385,0.192,0.577,0.014,-0.044,0.078
+citras-fm,Toto-2.0-1B,0.385,0.192,0.577,0.009,-0.056,0.075
 citras-fm,Toto-2.0-2.5B,0.5,0.308,0.692,0.02,-0.039,0.081
 citras-fm,TiRex-2,0.423,0.231,0.615,-0.042,-0.114,0.024
+citras-fm,TS-ICL,0.385,0.192,0.577,-0.036,-0.091,0.019
 citras-fm,TabPFN-TS-3,0.462,0.269,0.654,-0.045,-0.117,0.023
 citras-fm,citras-fm,0.5,0.5,0.5,0.0,0.0,0.0
 citras-fm,Toto-2.0-22m,0.462,0.269,0.654,0.04,-0.013,0.095
 citras-fm,TabPFN-TS,0.615,0.423,0.808,0.019,-0.043,0.08
 citras-fm,TiRex,0.654,0.462,0.808,0.06,0.009,0.11
 citras-fm,TimesFM-2.5,0.577,0.385,0.769,0.069,0.014,0.126
-citras-fm,Moirai-2.0,0.692,0.5,0.885,0.077,0.019,0.137
 citras-fm,Chronos-Bolt,0.654,0.462,0.846,0.069,0.02,0.123
+citras-fm,Moirai-2.0,0.692,0.5,0.885,0.077,0.019,0.137
 citras-fm,FlowState,0.731,0.538,0.885,0.066,0.014,0.112
-citras-fm,Sundial-Base,0.692,0.5,0.885,0.048,-0.04,0.125
 citras-fm,Seasonal Naive,0.923,0.808,1.0,0.317,0.235,0.384
 Toto-2.0-22m,Chronos-2,0.308,0.154,0.5,-0.139,-0.232,-0.057
-Toto-2.0-22m,Toto-2.0-1B,0.231,0.077,0.423,-0.031,-0.055,-0.006
 Toto-2.0-22m,Toto-2.0-313m,0.269,0.115,0.462,-0.027,-0.046,-0.005
+Toto-2.0-22m,Toto-2.0-1B,0.231,0.077,0.423,-0.031,-0.055,-0.006
 Toto-2.0-22m,Toto-2.0-2.5B,0.269,0.115,0.462,-0.021,-0.039,-0.002
 Toto-2.0-22m,TiRex-2,0.462,0.269,0.654,-0.085,-0.181,-0.004
+Toto-2.0-22m,TS-ICL,0.423,0.231,0.615,-0.079,-0.158,-0.01
 Toto-2.0-22m,TabPFN-TS-3,0.423,0.231,0.615,-0.088,-0.197,0.015
 Toto-2.0-22m,citras-fm,0.538,0.346,0.731,-0.041,-0.105,0.013
 Toto-2.0-22m,Toto-2.0-22m,0.5,0.5,0.5,0.0,0.0,0.0
 Toto-2.0-22m,TabPFN-TS,0.5,0.308,0.692,-0.022,-0.126,0.071
 Toto-2.0-22m,TiRex,0.5,0.308,0.692,0.021,-0.012,0.058
 Toto-2.0-22m,TimesFM-2.5,0.5,0.308,0.692,0.03,-0.011,0.078
-Toto-2.0-22m,Moirai-2.0,0.577,0.385,0.769,0.039,-0.002,0.079
 Toto-2.0-22m,Chronos-Bolt,0.692,0.5,0.846,0.031,-0.011,0.077
+Toto-2.0-22m,Moirai-2.0,0.577,0.385,0.769,0.039,-0.002,0.079
 Toto-2.0-22m,FlowState,0.654,0.5,0.808,0.027,-0.018,0.066
-Toto-2.0-22m,Sundial-Base,0.615,0.423,0.808,0.008,-0.099,0.104
 Toto-2.0-22m,Seasonal Naive,0.962,0.885,1.0,0.289,0.209,0.365
 TabPFN-TS,Chronos-2,0.192,0.077,0.346,-0.115,-0.216,-0.036
-TabPFN-TS,Toto-2.0-1B,0.423,0.231,0.615,-0.01,-0.123,0.091
 TabPFN-TS,Toto-2.0-313m,0.308,0.154,0.5,-0.005,-0.112,0.098
+TabPFN-TS,Toto-2.0-1B,0.423,0.231,0.615,-0.01,-0.123,0.091
 TabPFN-TS,Toto-2.0-2.5B,0.385,0.192,0.577,0.001,-0.103,0.098
 TabPFN-TS,TiRex-2,0.308,0.154,0.5,-0.062,-0.161,0.018
+TabPFN-TS,TS-ICL,0.346,0.154,0.538,-0.056,-0.125,0.008
 TabPFN-TS,TabPFN-TS-3,0.308,0.154,0.5,-0.065,-0.135,0.003
 TabPFN-TS,citras-fm,0.385,0.192,0.577,-0.019,-0.086,0.041
 TabPFN-TS,Toto-2.0-22m,0.5,0.308,0.692,0.021,-0.076,0.112
 TabPFN-TS,TabPFN-TS,0.5,0.5,0.5,0.0,0.0,0.0
 TabPFN-TS,TiRex,0.462,0.269,0.654,0.042,-0.07,0.138
 TabPFN-TS,TimesFM-2.5,0.538,0.346,0.731,0.051,-0.047,0.137
-TabPFN-TS,Moirai-2.0,0.538,0.346,0.731,0.059,-0.056,0.163
 TabPFN-TS,Chronos-Bolt,0.538,0.346,0.731,0.051,-0.035,0.132
+TabPFN-TS,Moirai-2.0,0.538,0.346,0.731,0.059,-0.056,0.163
 TabPFN-TS,FlowState,0.577,0.385,0.769,0.047,-0.06,0.132
-TabPFN-TS,Sundial-Base,0.615,0.423,0.808,0.029,-0.086,0.132
 TabPFN-TS,Seasonal Naive,0.962,0.885,1.0,0.304,0.213,0.381
 TiRex,Chronos-2,0.154,0.038,0.308,-0.164,-0.256,-0.08
-TiRex,Toto-2.0-1B,0.231,0.077,0.385,-0.054,-0.104,-0.017
 TiRex,Toto-2.0-313m,0.346,0.154,0.538,-0.049,-0.085,-0.019
+TiRex,Toto-2.0-1B,0.231,0.077,0.385,-0.054,-0.104,-0.017
 TiRex,Toto-2.0-2.5B,0.308,0.115,0.5,-0.043,-0.084,-0.011
 TiRex,TiRex-2,0.423,0.231,0.615,-0.108,-0.201,-0.027
+TiRex,TS-ICL,0.462,0.269,0.654,-0.102,-0.195,-0.018
 TiRex,TabPFN-TS-3,0.462,0.269,0.654,-0.112,-0.233,-0.002
 TiRex,citras-fm,0.346,0.192,0.538,-0.064,-0.124,-0.009
 TiRex,Toto-2.0-22m,0.5,0.308,0.692,-0.022,-0.061,0.012
 TiRex,TabPFN-TS,0.538,0.346,0.731,-0.044,-0.161,0.065
 TiRex,TiRex,0.5,0.5,0.5,0.0,0.0,0.0
 TiRex,TimesFM-2.5,0.558,0.365,0.75,0.009,-0.023,0.041
-TiRex,Moirai-2.0,0.442,0.269,0.615,0.018,-0.013,0.051
 TiRex,Chronos-Bolt,0.481,0.308,0.673,0.01,-0.028,0.06
+TiRex,Moirai-2.0,0.442,0.269,0.615,0.018,-0.013,0.051
 TiRex,FlowState,0.519,0.346,0.692,0.006,-0.029,0.041
-TiRex,Sundial-Base,0.635,0.462,0.808,-0.013,-0.12,0.076
 TiRex,Seasonal Naive,0.885,0.731,1.0,0.273,0.184,0.352
 TimesFM-2.5,Chronos-2,0.269,0.115,0.462,-0.175,-0.273,-0.081
-TimesFM-2.5,Toto-2.0-1B,0.192,0.038,0.346,-0.063,-0.122,-0.021
 TimesFM-2.5,Toto-2.0-313m,0.231,0.077,0.385,-0.058,-0.11,-0.019
+TimesFM-2.5,Toto-2.0-1B,0.192,0.038,0.346,-0.063,-0.122,-0.021
 TimesFM-2.5,Toto-2.0-2.5B,0.308,0.115,0.5,-0.052,-0.107,-0.012
 TimesFM-2.5,TiRex-2,0.385,0.231,0.577,-0.119,-0.222,-0.034
+TimesFM-2.5,TS-ICL,0.308,0.154,0.5,-0.112,-0.202,-0.03
 TimesFM-2.5,TabPFN-TS-3,0.423,0.231,0.615,-0.122,-0.238,-0.019
 TimesFM-2.5,citras-fm,0.423,0.231,0.615,-0.074,-0.144,-0.014
 TimesFM-2.5,Toto-2.0-22m,0.5,0.308,0.692,-0.031,-0.085,0.011
 TimesFM-2.5,TabPFN-TS,0.462,0.269,0.654,-0.053,-0.159,0.045
 TimesFM-2.5,TiRex,0.442,0.25,0.635,-0.009,-0.043,0.023
 TimesFM-2.5,TimesFM-2.5,0.5,0.5,0.5,0.0,0.0,0.0
-TimesFM-2.5,Moirai-2.0,0.577,0.404,0.75,0.009,-0.046,0.062
 TimesFM-2.5,Chronos-Bolt,0.5,0.327,0.674,0.001,-0.039,0.042
+TimesFM-2.5,Moirai-2.0,0.577,0.404,0.75,0.009,-0.046,0.062
 TimesFM-2.5,FlowState,0.538,0.365,0.712,-0.003,-0.048,0.038
-TimesFM-2.5,Sundial-Base,0.596,0.423,0.788,-0.022,-0.12,0.067
 TimesFM-2.5,Seasonal Naive,0.923,0.808,1.0,0.267,0.184,0.338
-Moirai-2.0,Chronos-2,0.115,0.0,0.269,-0.185,-0.284,-0.098
-Moirai-2.0,Toto-2.0-1B,0.231,0.077,0.423,-0.073,-0.128,-0.029
-Moirai-2.0,Toto-2.0-313m,0.231,0.077,0.423,-0.068,-0.114,-0.027
-Moirai-2.0,Toto-2.0-2.5B,0.269,0.115,0.462,-0.062,-0.11,-0.02
-Moirai-2.0,TiRex-2,0.269,0.115,0.462,-0.129,-0.223,-0.043
-Moirai-2.0,TabPFN-TS-3,0.346,0.191,0.538,-0.132,-0.26,-0.016
-Moirai-2.0,citras-fm,0.308,0.115,0.5,-0.083,-0.159,-0.019
-Moirai-2.0,Toto-2.0-22m,0.423,0.231,0.615,-0.04,-0.086,0.002
-Moirai-2.0,TabPFN-TS,0.462,0.269,0.654,-0.063,-0.195,0.053
-Moirai-2.0,TiRex,0.558,0.385,0.731,-0.018,-0.054,0.013
-Moirai-2.0,TimesFM-2.5,0.423,0.25,0.596,-0.009,-0.067,0.044
-Moirai-2.0,Moirai-2.0,0.5,0.5,0.5,0.0,0.0,0.0
-Moirai-2.0,Chronos-Bolt,0.423,0.269,0.596,-0.008,-0.073,0.062
-Moirai-2.0,FlowState,0.538,0.365,0.712,-0.012,-0.065,0.03
-Moirai-2.0,Sundial-Base,0.596,0.423,0.769,-0.032,-0.143,0.065
-Moirai-2.0,Seasonal Naive,0.808,0.654,0.924,0.26,0.164,0.341
 Chronos-Bolt,Chronos-2,0.077,0.0,0.192,-0.175,-0.28,-0.089
-Chronos-Bolt,Toto-2.0-1B,0.192,0.038,0.346,-0.064,-0.133,-0.011
 Chronos-Bolt,Toto-2.0-313m,0.154,0.038,0.308,-0.059,-0.118,-0.014
+Chronos-Bolt,Toto-2.0-1B,0.192,0.038,0.346,-0.064,-0.133,-0.011
 Chronos-Bolt,Toto-2.0-2.5B,0.192,0.038,0.346,-0.053,-0.109,-0.005
 Chronos-Bolt,TiRex-2,0.346,0.154,0.538,-0.119,-0.24,-0.026
+Chronos-Bolt,TS-ICL,0.423,0.231,0.615,-0.113,-0.21,-0.028
 Chronos-Bolt,TabPFN-TS-3,0.346,0.154,0.538,-0.123,-0.236,-0.021
 Chronos-Bolt,citras-fm,0.346,0.154,0.538,-0.074,-0.14,-0.02
 Chronos-Bolt,Toto-2.0-22m,0.308,0.154,0.5,-0.032,-0.083,0.011
 Chronos-Bolt,TabPFN-TS,0.462,0.269,0.654,-0.054,-0.152,0.034
 Chronos-Bolt,TiRex,0.519,0.327,0.692,-0.01,-0.064,0.027
 Chronos-Bolt,TimesFM-2.5,0.5,0.326,0.673,-0.001,-0.044,0.038
-Chronos-Bolt,Moirai-2.0,0.577,0.404,0.731,0.008,-0.066,0.068
 Chronos-Bolt,Chronos-Bolt,0.5,0.5,0.5,0.0,0.0,0.0
+Chronos-Bolt,Moirai-2.0,0.577,0.404,0.731,0.008,-0.066,0.068
 Chronos-Bolt,FlowState,0.5,0.327,0.673,-0.004,-0.072,0.041
-Chronos-Bolt,Sundial-Base,0.519,0.327,0.692,-0.023,-0.128,0.067
 Chronos-Bolt,Seasonal Naive,0.923,0.808,1.0,0.266,0.183,0.339
+Moirai-2.0,Chronos-2,0.115,0.0,0.269,-0.185,-0.284,-0.098
+Moirai-2.0,Toto-2.0-313m,0.231,0.077,0.423,-0.068,-0.114,-0.027
+Moirai-2.0,Toto-2.0-1B,0.231,0.077,0.423,-0.073,-0.128,-0.029
+Moirai-2.0,Toto-2.0-2.5B,0.269,0.115,0.462,-0.062,-0.11,-0.02
+Moirai-2.0,TiRex-2,0.269,0.115,0.462,-0.129,-0.223,-0.043
+Moirai-2.0,TS-ICL,0.308,0.154,0.5,-0.122,-0.214,-0.036
+Moirai-2.0,TabPFN-TS-3,0.346,0.191,0.538,-0.132,-0.26,-0.016
+Moirai-2.0,citras-fm,0.308,0.115,0.5,-0.083,-0.159,-0.019
+Moirai-2.0,Toto-2.0-22m,0.423,0.231,0.615,-0.04,-0.086,0.002
+Moirai-2.0,TabPFN-TS,0.462,0.269,0.654,-0.063,-0.195,0.053
+Moirai-2.0,TiRex,0.558,0.385,0.731,-0.018,-0.054,0.013
+Moirai-2.0,TimesFM-2.5,0.423,0.25,0.596,-0.009,-0.067,0.044
+Moirai-2.0,Chronos-Bolt,0.423,0.269,0.596,-0.008,-0.073,0.062
+Moirai-2.0,Moirai-2.0,0.5,0.5,0.5,0.0,0.0,0.0
+Moirai-2.0,FlowState,0.538,0.365,0.712,-0.012,-0.065,0.03
+Moirai-2.0,Seasonal Naive,0.808,0.654,0.924,0.26,0.164,0.341
 FlowState,Chronos-2,0.192,0.077,0.346,-0.171,-0.253,-0.086
-FlowState,Toto-2.0-1B,0.231,0.077,0.385,-0.06,-0.108,-0.016
 FlowState,Toto-2.0-313m,0.192,0.038,0.346,-0.055,-0.098,-0.012
+FlowState,Toto-2.0-1B,0.231,0.077,0.385,-0.06,-0.108,-0.016
 FlowState,Toto-2.0-2.5B,0.231,0.077,0.385,-0.049,-0.094,-0.006
 FlowState,TiRex-2,0.269,0.115,0.462,-0.115,-0.212,-0.027
+FlowState,TS-ICL,0.308,0.154,0.5,-0.109,-0.199,-0.021
 FlowState,TabPFN-TS-3,0.346,0.154,0.538,-0.118,-0.231,-0.011
 FlowState,citras-fm,0.269,0.115,0.462,-0.07,-0.126,-0.014
 FlowState,Toto-2.0-22m,0.346,0.192,0.5,-0.028,-0.07,0.018
 FlowState,TabPFN-TS,0.423,0.231,0.615,-0.05,-0.152,0.056
 FlowState,TiRex,0.481,0.308,0.654,-0.006,-0.043,0.028
 FlowState,TimesFM-2.5,0.462,0.288,0.635,0.003,-0.04,0.046
-FlowState,Moirai-2.0,0.462,0.288,0.635,0.012,-0.031,0.061
 FlowState,Chronos-Bolt,0.5,0.327,0.673,0.004,-0.043,0.067
+FlowState,Moirai-2.0,0.462,0.288,0.635,0.012,-0.031,0.061
 FlowState,FlowState,0.5,0.5,0.5,0.0,0.0,0.0
-FlowState,Sundial-Base,0.558,0.385,0.75,-0.019,-0.118,0.069
 FlowState,Seasonal Naive,0.769,0.577,0.923,0.269,0.178,0.347
-Sundial-Base,Chronos-2,0.154,0.038,0.308,-0.149,-0.241,-0.077
-Sundial-Base,Toto-2.0-1B,0.192,0.038,0.346,-0.04,-0.162,0.064
-Sundial-Base,Toto-2.0-313m,0.231,0.077,0.385,-0.035,-0.153,0.068
-Sundial-Base,Toto-2.0-2.5B,0.269,0.115,0.423,-0.029,-0.146,0.07
-Sundial-Base,TiRex-2,0.231,0.077,0.385,-0.094,-0.203,-0.001
-Sundial-Base,TabPFN-TS-3,0.346,0.154,0.538,-0.097,-0.196,-0.008
-Sundial-Base,citras-fm,0.308,0.115,0.5,-0.05,-0.143,0.038
-Sundial-Base,Toto-2.0-22m,0.385,0.192,0.577,-0.008,-0.116,0.09
-Sundial-Base,TabPFN-TS,0.385,0.192,0.577,-0.03,-0.153,0.08
-Sundial-Base,TiRex,0.365,0.192,0.538,0.013,-0.083,0.107
-Sundial-Base,TimesFM-2.5,0.404,0.212,0.577,0.022,-0.072,0.107
-Sundial-Base,Moirai-2.0,0.404,0.231,0.577,0.031,-0.069,0.125
-Sundial-Base,Chronos-Bolt,0.481,0.308,0.673,0.023,-0.072,0.113
-Sundial-Base,FlowState,0.442,0.25,0.615,0.019,-0.074,0.106
-Sundial-Base,Sundial-Base,0.5,0.5,0.5,0.0,0.0,0.0
-Sundial-Base,Seasonal Naive,0.846,0.692,0.962,0.283,0.183,0.364
 Seasonal Naive,Chronos-2,0.077,0.0,0.192,-0.601,-0.814,-0.393
-Seasonal Naive,Toto-2.0-1B,0.038,0.0,0.115,-0.45,-0.645,-0.288
 Seasonal Naive,Toto-2.0-313m,0.077,0.0,0.192,-0.443,-0.63,-0.284
+Seasonal Naive,Toto-2.0-1B,0.038,0.0,0.115,-0.45,-0.645,-0.288
 Seasonal Naive,Toto-2.0-2.5B,0.077,0.0,0.192,-0.435,-0.623,-0.28
 Seasonal Naive,TiRex-2,0.038,0.0,0.115,-0.525,-0.739,-0.328
+Seasonal Naive,TS-ICL,0.038,0.0,0.115,-0.516,-0.69,-0.363
 Seasonal Naive,TabPFN-TS-3,0.038,0.0,0.115,-0.529,-0.73,-0.353
 Seasonal Naive,citras-fm,0.077,0.0,0.192,-0.464,-0.622,-0.308
 Seasonal Naive,Toto-2.0-22m,0.038,0.0,0.115,-0.406,-0.574,-0.264
 Seasonal Naive,TabPFN-TS,0.038,0.0,0.115,-0.436,-0.616,-0.27
 Seasonal Naive,TiRex,0.115,0.0,0.269,-0.376,-0.544,-0.225
 Seasonal Naive,TimesFM-2.5,0.077,0.0,0.192,-0.363,-0.511,-0.225
-Seasonal Naive,Moirai-2.0,0.192,0.076,0.346,-0.351,-0.517,-0.196
 Seasonal Naive,Chronos-Bolt,0.077,0.0,0.192,-0.363,-0.513,-0.225
+Seasonal Naive,Moirai-2.0,0.192,0.076,0.346,-0.351,-0.517,-0.196
 Seasonal Naive,FlowState,0.231,0.077,0.423,-0.368,-0.532,-0.217
-Seasonal Naive,Sundial-Base,0.154,0.038,0.308,-0.394,-0.572,-0.225
 Seasonal Naive,Seasonal Naive,0.5,0.5,0.5,0.0,0.0,0.0

tables/domain_energy/pairwise_WQL.csv

@@ -5,15 +5,15 @@ Chronos-2,Toto-2.0-313m,0.538,0.346,0.731,0.093,0.022,0.164
 Chronos-2,Toto-2.0-2.5B,0.577,0.385,0.769,0.096,0.024,0.164
 Chronos-2,TiRex-2,0.577,0.385,0.769,0.045,-0.001,0.094
 Chronos-2,TabPFN-TS-3,0.692,0.5,0.846,0.051,-0.003,0.106
+Chronos-2,TS-ICL,0.808,0.654,0.962,0.052,-0.0,0.095
 Chronos-2,Toto-2.0-22m,0.692,0.5,0.846,0.122,0.052,0.188
 Chronos-2,TiRex,0.808,0.654,0.962,0.143,0.076,0.204
 Chronos-2,citras-fm,0.846,0.731,0.962,0.104,0.057,0.146
 Chronos-2,TabPFN-TS,0.846,0.692,0.962,0.105,0.046,0.172
 Chronos-2,TimesFM-2.5,0.808,0.654,0.962,0.159,0.086,0.224
 Chronos-2,FlowState,0.846,0.692,0.962,0.166,0.098,0.224
-Chronos-2,Chronos-Bolt,0.962,0.885,1.0,0.165,0.099,0.23
 Chronos-2,Moirai-2.0,0.923,0.808,1.0,0.175,0.108,0.243
-Chronos-2,Toto-2.0-4m,0.962,0.885,1.0,0.183,0.114,0.247
+Chronos-2,Chronos-Bolt,0.962,0.885,1.0,0.165,0.099,0.23
 Chronos-2,Seasonal Naive,1.0,1.0,1.0,0.46,0.384,0.522
 Toto-2.0-1B,Chronos-2,0.5,0.308,0.692,-0.093,-0.19,-0.012
 Toto-2.0-1B,Toto-2.0-1B,0.5,0.5,0.5,0.0,0.0,0.0
@@ -21,15 +21,15 @@ Toto-2.0-1B,Toto-2.0-313m,0.5,0.308,0.692,0.009,-0.011,0.036
 Toto-2.0-1B,Toto-2.0-2.5B,0.654,0.462,0.808,0.012,-0.002,0.029
 Toto-2.0-1B,TiRex-2,0.577,0.385,0.769,-0.044,-0.148,0.041
 Toto-2.0-1B,TabPFN-TS-3,0.5,0.308,0.692,-0.038,-0.155,0.074
+Toto-2.0-1B,TS-ICL,0.5,0.308,0.692,-0.036,-0.116,0.038
 Toto-2.0-1B,Toto-2.0-22m,0.885,0.731,1.0,0.04,0.019,0.065
 Toto-2.0-1B,TiRex,0.731,0.577,0.885,0.063,0.022,0.115
 Toto-2.0-1B,citras-fm,0.731,0.538,0.885,0.02,-0.053,0.085
 Toto-2.0-1B,TabPFN-TS,0.654,0.462,0.808,0.022,-0.085,0.112
 Toto-2.0-1B,TimesFM-2.5,0.846,0.692,0.962,0.081,0.037,0.131
 Toto-2.0-1B,FlowState,0.808,0.654,0.962,0.088,0.047,0.131
-Toto-2.0-1B,Chronos-Bolt,0.923,0.808,1.0,0.087,0.036,0.138
 Toto-2.0-1B,Moirai-2.0,0.846,0.692,0.962,0.098,0.054,0.147
-Toto-2.0-1B,Toto-2.0-4m,0.962,0.885,1.0,0.107,0.065,0.155
+Toto-2.0-1B,Chronos-Bolt,0.923,0.808,1.0,0.087,0.036,0.138
 Toto-2.0-1B,Seasonal Naive,1.0,1.0,1.0,0.41,0.333,0.481
 Toto-2.0-313m,Chronos-2,0.462,0.269,0.654,-0.103,-0.196,-0.022
 Toto-2.0-313m,Toto-2.0-1B,0.5,0.308,0.692,-0.009,-0.037,0.011
@@ -37,15 +37,15 @@ Toto-2.0-313m,Toto-2.0-313m,0.5,0.5,0.5,0.0,0.0,0.0
 Toto-2.0-313m,Toto-2.0-2.5B,0.385,0.231,0.577,0.003,-0.012,0.018
 Toto-2.0-313m,TiRex-2,0.538,0.346,0.731,-0.053,-0.156,0.03
 Toto-2.0-313m,TabPFN-TS-3,0.5,0.308,0.692,-0.047,-0.16,0.066
+Toto-2.0-313m,TS-ICL,0.577,0.385,0.769,-0.046,-0.128,0.027
 Toto-2.0-313m,Toto-2.0-22m,0.846,0.692,0.962,0.031,0.014,0.049
 Toto-2.0-313m,TiRex,0.769,0.615,0.923,0.054,0.021,0.09
 Toto-2.0-313m,citras-fm,0.692,0.5,0.846,0.011,-0.056,0.066
 Toto-2.0-313m,TabPFN-TS,0.654,0.462,0.846,0.013,-0.097,0.104
 Toto-2.0-313m,TimesFM-2.5,0.769,0.615,0.923,0.073,0.032,0.121
 Toto-2.0-313m,FlowState,0.808,0.654,0.962,0.08,0.042,0.122
-Toto-2.0-313m,Chronos-Bolt,0.846,0.692,0.962,0.079,0.033,0.131
 Toto-2.0-313m,Moirai-2.0,0.808,0.654,0.924,0.09,0.047,0.134
-Toto-2.0-313m,Toto-2.0-4m,0.923,0.808,1.0,0.099,0.061,0.139
+Toto-2.0-313m,Chronos-Bolt,0.846,0.692,0.962,0.079,0.033,0.131
 Toto-2.0-313m,Seasonal Naive,1.0,1.0,1.0,0.404,0.333,0.471
 Toto-2.0-2.5B,Chronos-2,0.423,0.231,0.615,-0.106,-0.196,-0.025
 Toto-2.0-2.5B,Toto-2.0-1B,0.346,0.192,0.538,-0.012,-0.03,0.002
@@ -53,15 +53,15 @@ Toto-2.0-2.5B,Toto-2.0-313m,0.615,0.423,0.769,-0.003,-0.018,0.012
 Toto-2.0-2.5B,Toto-2.0-2.5B,0.5,0.5,0.5,0.0,0.0,0.0
 Toto-2.0-2.5B,TiRex-2,0.538,0.346,0.731,-0.056,-0.158,0.027
 Toto-2.0-2.5B,TabPFN-TS-3,0.5,0.308,0.692,-0.05,-0.161,0.059
+Toto-2.0-2.5B,TS-ICL,0.5,0.308,0.692,-0.049,-0.127,0.023
 Toto-2.0-2.5B,Toto-2.0-22m,0.769,0.615,0.923,0.028,0.011,0.045
 Toto-2.0-2.5B,TiRex,0.769,0.615,0.923,0.051,0.016,0.092
 Toto-2.0-2.5B,citras-fm,0.615,0.423,0.808,0.008,-0.058,0.068
 Toto-2.0-2.5B,TabPFN-TS,0.692,0.538,0.846,0.01,-0.093,0.098
 Toto-2.0-2.5B,TimesFM-2.5,0.769,0.615,0.923,0.07,0.031,0.118
 Toto-2.0-2.5B,FlowState,0.846,0.692,0.962,0.077,0.036,0.12
-Toto-2.0-2.5B,Chronos-Bolt,0.846,0.692,0.962,0.076,0.031,0.122
 Toto-2.0-2.5B,Moirai-2.0,0.808,0.654,0.923,0.087,0.046,0.133
-Toto-2.0-2.5B,Toto-2.0-4m,0.846,0.692,0.962,0.096,0.057,0.137
+Toto-2.0-2.5B,Chronos-Bolt,0.846,0.692,0.962,0.076,0.031,0.122
 Toto-2.0-2.5B,Seasonal Naive,1.0,1.0,1.0,0.403,0.329,0.473
 TiRex-2,Chronos-2,0.423,0.231,0.615,-0.047,-0.104,0.001
 TiRex-2,Toto-2.0-1B,0.423,0.231,0.615,0.042,-0.043,0.129
@@ -69,15 +69,15 @@ TiRex-2,Toto-2.0-313m,0.462,0.269,0.654,0.05,-0.031,0.135
 TiRex-2,Toto-2.0-2.5B,0.462,0.269,0.654,0.053,-0.028,0.137
 TiRex-2,TiRex-2,0.5,0.5,0.5,0.0,0.0,0.0
 TiRex-2,TabPFN-TS-3,0.5,0.308,0.692,0.006,-0.078,0.082
+TiRex-2,TS-ICL,0.538,0.346,0.731,0.007,-0.052,0.061
 TiRex-2,Toto-2.0-22m,0.5,0.308,0.692,0.08,0.002,0.161
 TiRex-2,TiRex,0.615,0.423,0.808,0.102,0.031,0.173
 TiRex-2,citras-fm,0.615,0.423,0.808,0.061,-0.001,0.121
 TiRex-2,TabPFN-TS,0.615,0.423,0.808,0.063,-0.006,0.135
 TiRex-2,TimesFM-2.5,0.731,0.538,0.885,0.12,0.044,0.196
 TiRex-2,FlowState,0.808,0.654,0.923,0.126,0.052,0.194
-TiRex-2,Chronos-Bolt,0.808,0.654,0.962,0.125,0.045,0.209
 TiRex-2,Moirai-2.0,0.808,0.654,0.962,0.136,0.067,0.203
-TiRex-2,Toto-2.0-4m,0.846,0.692,0.962,0.144,0.068,0.221
+TiRex-2,Chronos-Bolt,0.808,0.654,0.962,0.125,0.045,0.209
 TiRex-2,Seasonal Naive,1.0,1.0,1.0,0.434,0.355,0.506
 TabPFN-TS-3,Chronos-2,0.308,0.154,0.5,-0.053,-0.119,0.003
 TabPFN-TS-3,Toto-2.0-1B,0.5,0.308,0.692,0.036,-0.08,0.134
@@ -85,31 +85,47 @@ TabPFN-TS-3,Toto-2.0-313m,0.5,0.308,0.692,0.045,-0.071,0.138
 TabPFN-TS-3,Toto-2.0-2.5B,0.5,0.308,0.692,0.048,-0.063,0.139
 TabPFN-TS-3,TiRex-2,0.5,0.308,0.692,-0.006,-0.089,0.073
 TabPFN-TS-3,TabPFN-TS-3,0.5,0.5,0.5,0.0,0.0,0.0
+TabPFN-TS-3,TS-ICL,0.538,0.346,0.731,0.001,-0.057,0.052
 TabPFN-TS-3,Toto-2.0-22m,0.577,0.385,0.769,0.075,-0.031,0.163
 TabPFN-TS-3,TiRex,0.538,0.346,0.731,0.097,-0.002,0.184
 TabPFN-TS-3,citras-fm,0.654,0.499,0.808,0.056,-0.016,0.118
 TabPFN-TS-3,TabPFN-TS,0.769,0.615,0.923,0.057,-0.009,0.113
 TabPFN-TS-3,TimesFM-2.5,0.615,0.423,0.808,0.114,0.023,0.198
 TabPFN-TS-3,FlowState,0.731,0.538,0.885,0.121,0.019,0.206
-TabPFN-TS-3,Chronos-Bolt,0.731,0.577,0.885,0.12,0.034,0.196
 TabPFN-TS-3,Moirai-2.0,0.654,0.462,0.846,0.131,0.027,0.222
-TabPFN-TS-3,Toto-2.0-4m,0.692,0.5,0.846,0.139,0.049,0.221
+TabPFN-TS-3,Chronos-Bolt,0.731,0.577,0.885,0.12,0.034,0.196
 TabPFN-TS-3,Seasonal Naive,1.0,1.0,1.0,0.431,0.357,0.498
+TS-ICL,Chronos-2,0.192,0.038,0.346,-0.055,-0.105,0.0
+TS-ICL,Toto-2.0-1B,0.5,0.308,0.692,0.035,-0.04,0.104
+TS-ICL,Toto-2.0-313m,0.423,0.231,0.615,0.044,-0.028,0.113
+TS-ICL,Toto-2.0-2.5B,0.5,0.308,0.692,0.046,-0.024,0.113
+TS-ICL,TiRex-2,0.462,0.269,0.654,-0.007,-0.064,0.05
+TS-ICL,TabPFN-TS-3,0.462,0.269,0.654,-0.001,-0.055,0.054
+TS-ICL,TS-ICL,0.5,0.5,0.5,0.0,0.0,0.0
+TS-ICL,Toto-2.0-22m,0.5,0.308,0.692,0.074,0.006,0.139
+TS-ICL,TiRex,0.5,0.308,0.692,0.095,0.022,0.169
+TS-ICL,citras-fm,0.577,0.385,0.769,0.054,0.003,0.105
+TS-ICL,TabPFN-TS,0.654,0.462,0.808,0.056,-0.002,0.109
+TS-ICL,TimesFM-2.5,0.654,0.462,0.808,0.113,0.043,0.179
+TS-ICL,FlowState,0.692,0.5,0.846,0.12,0.047,0.185
+TS-ICL,Moirai-2.0,0.731,0.538,0.885,0.13,0.059,0.198
+TS-ICL,Chronos-Bolt,0.731,0.538,0.885,0.119,0.048,0.187
+TS-ICL,Seasonal Naive,1.0,1.0,1.0,0.43,0.361,0.492
 Toto-2.0-22m,Chronos-2,0.308,0.154,0.5,-0.139,-0.231,-0.055
 Toto-2.0-22m,Toto-2.0-1B,0.115,0.0,0.269,-0.042,-0.07,-0.019
 Toto-2.0-22m,Toto-2.0-313m,0.154,0.038,0.308,-0.032,-0.052,-0.014
 Toto-2.0-22m,Toto-2.0-2.5B,0.231,0.077,0.385,-0.029,-0.047,-0.011
 Toto-2.0-22m,TiRex-2,0.5,0.308,0.692,-0.087,-0.192,-0.002
 Toto-2.0-22m,TabPFN-TS-3,0.423,0.231,0.615,-0.081,-0.195,0.03
+Toto-2.0-22m,TS-ICL,0.5,0.308,0.692,-0.079,-0.161,-0.006
 Toto-2.0-22m,Toto-2.0-22m,0.5,0.5,0.5,0.0,0.0,0.0
 Toto-2.0-22m,TiRex,0.5,0.308,0.692,0.024,-0.012,0.064
 Toto-2.0-22m,citras-fm,0.462,0.269,0.654,-0.021,-0.091,0.038
 Toto-2.0-22m,TabPFN-TS,0.5,0.308,0.692,-0.019,-0.126,0.073
 Toto-2.0-22m,TimesFM-2.5,0.654,0.462,0.846,0.043,0.0,0.09
 Toto-2.0-22m,FlowState,0.769,0.615,0.923,0.05,0.007,0.089
-Toto-2.0-22m,Chronos-Bolt,0.769,0.615,0.923,0.049,0.002,0.098
 Toto-2.0-22m,Moirai-2.0,0.731,0.538,0.885,0.061,0.018,0.104
-Toto-2.0-22m,Toto-2.0-4m,0.808,0.654,0.962,0.069,0.038,0.103
+Toto-2.0-22m,Chronos-Bolt,0.769,0.615,0.923,0.049,0.002,0.098
 Toto-2.0-22m,Seasonal Naive,1.0,1.0,1.0,0.385,0.315,0.453
 TiRex,Chronos-2,0.192,0.038,0.346,-0.166,-0.256,-0.083
 TiRex,Toto-2.0-1B,0.269,0.115,0.423,-0.067,-0.129,-0.023
@@ -117,15 +133,15 @@ TiRex,Toto-2.0-313m,0.231,0.077,0.385,-0.057,-0.099,-0.021
 TiRex,Toto-2.0-2.5B,0.231,0.077,0.385,-0.054,-0.102,-0.016
 TiRex,TiRex-2,0.385,0.192,0.577,-0.113,-0.209,-0.032
 TiRex,TabPFN-TS-3,0.462,0.269,0.654,-0.107,-0.225,0.002
+TiRex,TS-ICL,0.5,0.308,0.692,-0.105,-0.203,-0.023
 TiRex,Toto-2.0-22m,0.5,0.308,0.692,-0.024,-0.068,0.012
 TiRex,TiRex,0.5,0.5,0.5,0.0,0.0,0.0
 TiRex,citras-fm,0.5,0.308,0.692,-0.045,-0.103,0.007
 TiRex,TabPFN-TS,0.5,0.308,0.692,-0.043,-0.153,0.057
 TiRex,TimesFM-2.5,0.673,0.5,0.846,0.02,-0.015,0.053
 TiRex,FlowState,0.596,0.404,0.769,0.027,-0.013,0.066
-TiRex,Chronos-Bolt,0.712,0.538,0.865,0.026,-0.018,0.077
 TiRex,Moirai-2.0,0.75,0.577,0.904,0.038,0.007,0.071
-TiRex,Toto-2.0-4m,0.769,0.614,0.923,0.047,0.012,0.079
+TiRex,Chronos-Bolt,0.712,0.538,0.865,0.026,-0.018,0.077
 TiRex,Seasonal Naive,1.0,1.0,1.0,0.37,0.299,0.439
 citras-fm,Chronos-2,0.154,0.038,0.269,-0.116,-0.171,-0.061
 citras-fm,Toto-2.0-1B,0.269,0.115,0.462,-0.021,-0.093,0.051
@@ -133,15 +149,15 @@ citras-fm,Toto-2.0-313m,0.308,0.154,0.5,-0.012,-0.071,0.053
 citras-fm,Toto-2.0-2.5B,0.385,0.192,0.577,-0.008,-0.073,0.055
 citras-fm,TiRex-2,0.385,0.192,0.577,-0.065,-0.138,0.001
 citras-fm,TabPFN-TS-3,0.346,0.192,0.501,-0.059,-0.134,0.015
+citras-fm,TS-ICL,0.423,0.231,0.615,-0.058,-0.118,-0.003
 citras-fm,Toto-2.0-22m,0.538,0.346,0.731,0.02,-0.04,0.083
 citras-fm,TiRex,0.5,0.308,0.692,0.043,-0.007,0.094
 citras-fm,citras-fm,0.5,0.5,0.5,0.0,0.0,0.0
 citras-fm,TabPFN-TS,0.5,0.308,0.692,0.002,-0.057,0.06
 citras-fm,TimesFM-2.5,0.538,0.346,0.731,0.062,0.007,0.12
 citras-fm,FlowState,0.731,0.538,0.885,0.07,0.017,0.118
-citras-fm,Chronos-Bolt,0.615,0.423,0.808,0.068,0.019,0.125
 citras-fm,Moirai-2.0,0.731,0.538,0.885,0.08,0.021,0.143
-citras-fm,Toto-2.0-4m,0.731,0.538,0.885,0.088,0.026,0.151
+citras-fm,Chronos-Bolt,0.615,0.423,0.808,0.068,0.019,0.125
 citras-fm,Seasonal Naive,1.0,1.0,1.0,0.397,0.328,0.457
 TabPFN-TS,Chronos-2,0.154,0.038,0.308,-0.118,-0.207,-0.048
 TabPFN-TS,Toto-2.0-1B,0.346,0.192,0.538,-0.022,-0.126,0.078
@@ -149,15 +165,15 @@ TabPFN-TS,Toto-2.0-313m,0.346,0.154,0.538,-0.013,-0.116,0.088
 TabPFN-TS,Toto-2.0-2.5B,0.308,0.154,0.462,-0.01,-0.109,0.085
 TabPFN-TS,TiRex-2,0.385,0.192,0.577,-0.067,-0.156,0.006
 TabPFN-TS,TabPFN-TS-3,0.231,0.077,0.385,-0.061,-0.128,0.009
+TabPFN-TS,TS-ICL,0.346,0.192,0.538,-0.06,-0.122,0.002
 TabPFN-TS,Toto-2.0-22m,0.5,0.308,0.692,0.018,-0.078,0.112
 TabPFN-TS,TiRex,0.5,0.308,0.692,0.042,-0.06,0.132
 TabPFN-TS,citras-fm,0.5,0.308,0.692,-0.002,-0.064,0.054
 TabPFN-TS,TabPFN-TS,0.5,0.5,0.5,0.0,0.0,0.0
 TabPFN-TS,TimesFM-2.5,0.538,0.346,0.731,0.061,-0.032,0.147
 TabPFN-TS,FlowState,0.577,0.385,0.769,0.068,-0.037,0.15
-TabPFN-TS,Chronos-Bolt,0.577,0.385,0.769,0.066,-0.013,0.144
 TabPFN-TS,Moirai-2.0,0.615,0.423,0.808,0.078,-0.027,0.177
-TabPFN-TS,Toto-2.0-4m,0.615,0.423,0.808,0.087,-0.017,0.179
+TabPFN-TS,Chronos-Bolt,0.577,0.385,0.769,0.066,-0.013,0.144
 TabPFN-TS,Seasonal Naive,1.0,1.0,1.0,0.396,0.322,0.469
 TimesFM-2.5,Chronos-2,0.192,0.038,0.346,-0.19,-0.289,-0.094
 TimesFM-2.5,Toto-2.0-1B,0.154,0.038,0.308,-0.088,-0.15,-0.039
@@ -165,15 +181,15 @@ TimesFM-2.5,Toto-2.0-313m,0.231,0.077,0.385,-0.079,-0.137,-0.033
 TimesFM-2.5,Toto-2.0-2.5B,0.231,0.077,0.385,-0.075,-0.134,-0.032
 TimesFM-2.5,TiRex-2,0.269,0.115,0.462,-0.136,-0.244,-0.046
 TimesFM-2.5,TabPFN-TS-3,0.385,0.192,0.577,-0.129,-0.247,-0.023
+TimesFM-2.5,TS-ICL,0.346,0.192,0.538,-0.128,-0.218,-0.045
 TimesFM-2.5,Toto-2.0-22m,0.346,0.154,0.538,-0.045,-0.098,-0.0
 TimesFM-2.5,TiRex,0.327,0.154,0.5,-0.02,-0.056,0.015
 TimesFM-2.5,citras-fm,0.462,0.269,0.654,-0.066,-0.136,-0.007
 TimesFM-2.5,TabPFN-TS,0.462,0.269,0.654,-0.064,-0.172,0.031
 TimesFM-2.5,TimesFM-2.5,0.5,0.5,0.5,0.0,0.0,0.0
 TimesFM-2.5,FlowState,0.538,0.365,0.712,0.008,-0.042,0.052
-TimesFM-2.5,Chronos-Bolt,0.577,0.404,0.75,0.006,-0.031,0.046
 TimesFM-2.5,Moirai-2.0,0.615,0.442,0.788,0.018,-0.038,0.072
-TimesFM-2.5,Toto-2.0-4m,0.615,0.423,0.808,0.028,-0.014,0.068
+TimesFM-2.5,Chronos-Bolt,0.577,0.404,0.75,0.006,-0.031,0.046
 TimesFM-2.5,Seasonal Naive,1.0,1.0,1.0,0.357,0.288,0.423
 FlowState,Chronos-2,0.154,0.038,0.308,-0.199,-0.288,-0.109
 FlowState,Toto-2.0-1B,0.192,0.038,0.346,-0.097,-0.151,-0.049
@@ -181,77 +197,61 @@ FlowState,Toto-2.0-313m,0.192,0.038,0.346,-0.087,-0.139,-0.043
 FlowState,Toto-2.0-2.5B,0.154,0.038,0.308,-0.084,-0.136,-0.038
 FlowState,TiRex-2,0.192,0.077,0.346,-0.145,-0.241,-0.055
 FlowState,TabPFN-TS-3,0.269,0.115,0.462,-0.138,-0.259,-0.02
+FlowState,TS-ICL,0.308,0.154,0.5,-0.137,-0.226,-0.05
 FlowState,Toto-2.0-22m,0.231,0.077,0.385,-0.053,-0.098,-0.007
 FlowState,TiRex,0.404,0.231,0.596,-0.028,-0.071,0.013
 FlowState,citras-fm,0.269,0.115,0.462,-0.075,-0.134,-0.018
 FlowState,TabPFN-TS,0.423,0.231,0.615,-0.073,-0.177,0.036
 FlowState,TimesFM-2.5,0.462,0.288,0.635,-0.008,-0.055,0.04
 FlowState,FlowState,0.5,0.5,0.5,0.0,0.0,0.0
-FlowState,Chronos-Bolt,0.5,0.326,0.674,-0.002,-0.052,0.067
 FlowState,Moirai-2.0,0.538,0.365,0.712,0.011,-0.039,0.061
-FlowState,Toto-2.0-4m,0.538,0.346,0.731,0.02,-0.033,0.065
+FlowState,Chronos-Bolt,0.5,0.326,0.674,-0.002,-0.052,0.067
 FlowState,Seasonal Naive,0.923,0.808,1.0,0.352,0.275,0.427
-Chronos-Bolt,Chronos-2,0.038,0.0,0.115,-0.197,-0.299,-0.11
-Chronos-Bolt,Toto-2.0-1B,0.077,0.0,0.192,-0.095,-0.16,-0.038
-Chronos-Bolt,Toto-2.0-313m,0.154,0.038,0.308,-0.085,-0.15,-0.035
-Chronos-Bolt,Toto-2.0-2.5B,0.154,0.038,0.308,-0.082,-0.139,-0.032
-Chronos-Bolt,TiRex-2,0.192,0.038,0.346,-0.143,-0.264,-0.047
-Chronos-Bolt,TabPFN-TS-3,0.269,0.115,0.423,-0.136,-0.244,-0.035
-Chronos-Bolt,Toto-2.0-22m,0.231,0.077,0.385,-0.051,-0.108,-0.002
-Chronos-Bolt,TiRex,0.288,0.135,0.462,-0.027,-0.084,0.018
-Chronos-Bolt,citras-fm,0.385,0.192,0.577,-0.073,-0.142,-0.019
-Chronos-Bolt,TabPFN-TS,0.423,0.231,0.615,-0.071,-0.168,0.013
-Chronos-Bolt,TimesFM-2.5,0.423,0.25,0.596,-0.006,-0.048,0.03
-Chronos-Bolt,FlowState,0.5,0.326,0.674,0.002,-0.072,0.05
-Chronos-Bolt,Chronos-Bolt,0.5,0.5,0.5,0.0,0.0,0.0
-Chronos-Bolt,Moirai-2.0,0.462,0.308,0.635,0.012,-0.062,0.076
-Chronos-Bolt,Toto-2.0-4m,0.615,0.423,0.77,0.022,-0.038,0.07
-Chronos-Bolt,Seasonal Naive,1.0,1.0,1.0,0.353,0.287,0.417
 Moirai-2.0,Chronos-2,0.077,0.0,0.192,-0.212,-0.32,-0.122
 Moirai-2.0,Toto-2.0-1B,0.154,0.038,0.308,-0.109,-0.173,-0.057
 Moirai-2.0,Toto-2.0-313m,0.192,0.076,0.346,-0.099,-0.154,-0.05
 Moirai-2.0,Toto-2.0-2.5B,0.192,0.077,0.346,-0.096,-0.154,-0.048
 Moirai-2.0,TiRex-2,0.192,0.038,0.346,-0.157,-0.255,-0.072
 Moirai-2.0,TabPFN-TS-3,0.346,0.154,0.538,-0.151,-0.285,-0.028
+Moirai-2.0,TS-ICL,0.269,0.115,0.462,-0.149,-0.247,-0.062
 Moirai-2.0,Toto-2.0-22m,0.269,0.115,0.462,-0.064,-0.116,-0.018
 Moirai-2.0,TiRex,0.25,0.096,0.423,-0.039,-0.077,-0.007
 Moirai-2.0,citras-fm,0.269,0.115,0.462,-0.086,-0.167,-0.022
 Moirai-2.0,TabPFN-TS,0.385,0.192,0.577,-0.084,-0.216,0.026
 Moirai-2.0,TimesFM-2.5,0.385,0.212,0.558,-0.019,-0.077,0.037
 Moirai-2.0,FlowState,0.462,0.288,0.635,-0.011,-0.066,0.037
-Moirai-2.0,Chronos-Bolt,0.538,0.365,0.692,-0.012,-0.082,0.058
 Moirai-2.0,Moirai-2.0,0.5,0.5,0.5,0.0,0.0,0.0
-Moirai-2.0,Toto-2.0-4m,0.538,0.346,0.731,0.009,-0.03,0.051
+Moirai-2.0,Chronos-Bolt,0.538,0.365,0.692,-0.012,-0.082,0.058
 Moirai-2.0,Seasonal Naive,0.923,0.808,1.0,0.345,0.266,0.421
-Toto-2.0-4m,Chronos-2,0.038,0.0,0.115,-0.224,-0.327,-0.128
-Toto-2.0-4m,Toto-2.0-1B,0.038,0.0,0.115,-0.119,-0.184,-0.069
-Toto-2.0-4m,Toto-2.0-313m,0.077,0.0,0.192,-0.109,-0.161,-0.065
-Toto-2.0-4m,Toto-2.0-2.5B,0.154,0.038,0.308,-0.106,-0.159,-0.06
-Toto-2.0-4m,TiRex-2,0.154,0.038,0.308,-0.168,-0.283,-0.072
-Toto-2.0-4m,TabPFN-TS-3,0.308,0.154,0.5,-0.161,-0.283,-0.052
-Toto-2.0-4m,Toto-2.0-22m,0.192,0.038,0.346,-0.075,-0.115,-0.039
-Toto-2.0-4m,TiRex,0.231,0.077,0.386,-0.049,-0.086,-0.012
-Toto-2.0-4m,citras-fm,0.269,0.115,0.462,-0.097,-0.177,-0.027
-Toto-2.0-4m,TabPFN-TS,0.385,0.192,0.577,-0.095,-0.218,0.017
-Toto-2.0-4m,TimesFM-2.5,0.385,0.192,0.577,-0.028,-0.073,0.014
-Toto-2.0-4m,FlowState,0.462,0.269,0.654,-0.02,-0.07,0.032
-Toto-2.0-4m,Chronos-Bolt,0.385,0.23,0.577,-0.022,-0.075,0.036
-Toto-2.0-4m,Moirai-2.0,0.462,0.269,0.654,-0.01,-0.053,0.029
-Toto-2.0-4m,Toto-2.0-4m,0.5,0.5,0.5,0.0,0.0,0.0
-Toto-2.0-4m,Seasonal Naive,1.0,1.0,1.0,0.339,0.27,0.408
+Chronos-Bolt,Chronos-2,0.038,0.0,0.115,-0.197,-0.299,-0.11
+Chronos-Bolt,Toto-2.0-1B,0.077,0.0,0.192,-0.095,-0.16,-0.038
+Chronos-Bolt,Toto-2.0-313m,0.154,0.038,0.308,-0.085,-0.15,-0.035
+Chronos-Bolt,Toto-2.0-2.5B,0.154,0.038,0.308,-0.082,-0.139,-0.032
+Chronos-Bolt,TiRex-2,0.192,0.038,0.346,-0.143,-0.264,-0.047
+Chronos-Bolt,TabPFN-TS-3,0.269,0.115,0.423,-0.136,-0.244,-0.035
+Chronos-Bolt,TS-ICL,0.269,0.115,0.462,-0.135,-0.23,-0.05
+Chronos-Bolt,Toto-2.0-22m,0.231,0.077,0.385,-0.051,-0.108,-0.002
+Chronos-Bolt,TiRex,0.288,0.135,0.462,-0.027,-0.084,0.018
+Chronos-Bolt,citras-fm,0.385,0.192,0.577,-0.073,-0.142,-0.019
+Chronos-Bolt,TabPFN-TS,0.423,0.231,0.615,-0.071,-0.168,0.013
+Chronos-Bolt,TimesFM-2.5,0.423,0.25,0.596,-0.006,-0.048,0.03
+Chronos-Bolt,FlowState,0.5,0.326,0.674,0.002,-0.072,0.05
+Chronos-Bolt,Moirai-2.0,0.462,0.308,0.635,0.012,-0.062,0.076
+Chronos-Bolt,Chronos-Bolt,0.5,0.5,0.5,0.0,0.0,0.0
+Chronos-Bolt,Seasonal Naive,1.0,1.0,1.0,0.353,0.287,0.417
 Seasonal Naive,Chronos-2,0.0,0.0,0.0,-0.852,-1.093,-0.622
 Seasonal Naive,Toto-2.0-1B,0.0,0.0,0.0,-0.694,-0.927,-0.5
 Seasonal Naive,Toto-2.0-313m,0.0,0.0,0.0,-0.679,-0.891,-0.5
 Seasonal Naive,Toto-2.0-2.5B,0.0,0.0,0.0,-0.674,-0.899,-0.491
 Seasonal Naive,TiRex-2,0.0,0.0,0.0,-0.768,-1.023,-0.55
 Seasonal Naive,TabPFN-TS-3,0.0,0.0,0.0,-0.758,-0.992,-0.556
+Seasonal Naive,TS-ICL,0.0,0.0,0.0,-0.755,-0.969,-0.565
 Seasonal Naive,Toto-2.0-22m,0.0,0.0,0.0,-0.626,-0.83,-0.46
 Seasonal Naive,TiRex,0.0,0.0,0.0,-0.588,-0.782,-0.427
 Seasonal Naive,citras-fm,0.0,0.0,0.0,-0.66,-0.841,-0.488
 Seasonal Naive,TabPFN-TS,0.0,0.0,0.0,-0.657,-0.882,-0.476
 Seasonal Naive,TimesFM-2.5,0.0,0.0,0.0,-0.556,-0.734,-0.404
 Seasonal Naive,FlowState,0.077,0.0,0.192,-0.544,-0.745,-0.38
-Seasonal Naive,Chronos-Bolt,0.0,0.0,0.0,-0.547,-0.716,-0.403
 Seasonal Naive,Moirai-2.0,0.077,0.0,0.192,-0.528,-0.727,-0.362
-Seasonal Naive,Toto-2.0-4m,0.0,0.0,0.0,-0.513,-0.688,-0.369
+Seasonal Naive,Chronos-Bolt,0.0,0.0,0.0,-0.547,-0.716,-0.403
 Seasonal Naive,Seasonal Naive,0.5,0.5,0.5,0.0,0.0,0.0

tables/domain_health/leaderboard_MASE.csv

@@ -1,30 +1,31 @@
 model_name,win_rate,skill_score,median_training_time_s_per100,median_inference_time_s_per100,training_corpus_overlap,num_failures
 TiRex-2,80.0,34.9166343514373,0.0,0.3575023838736039,0.0,0.0
-TimesFM-2.5,70.00000000000001,32.87474894024488,0.0,1.1256479395833334,0.0,0.0
-Chronos-2,68.5714285714286,31.78597649489514,0.0,0.3492251116666667,0.0,0.0
-TabPFN-TS-3,67.5,28.963255047296542,0.0,199.6776895770319,0.0,0.0
-TabPFN-TS,66.07142857142857,34.55373879766452,0.0,53.951610824166664,0.0,0.0
-TiRex,63.92857142857144,32.47588770643868,0.0,0.330588668125,0.0,0.0
-FlowState,63.21428571428572,27.93729353213241,0.0,1.679734656979167,0.0,0.0
-citras-fm,62.85714285714287,32.759601774152436,0.0,0.3327079909164846,0.0,0.0
-LightGBM,62.5,33.38915880315173,1.2161332720833333,0.19742606979166666,0.0,0.0
-CatBoost,61.78571428571429,33.16623383500657,13.210264008932292,0.19426541770833333,0.0,0.0
-Moirai-2.0,61.24999999999999,33.79488506711863,0.0,0.3505868739583333,0.1,0.0
-Toto-2.0-313m,60.71428571428573,27.130941962281884,0.0,1.1242909435416668,0.0,0.0
-Toto-2.0-2.5B,60.0,27.02155839964281,0.0,5.925324101666666,0.0,0.0
-Toto-2.0-1B,56.42857142857143,26.055688762834595,0.0,2.728815209166667,0.0,0.0
-Toto-2.0-22m,56.07142857142857,27.354995059689568,0.0,0.4238227016666667,0.0,0.0
-Toto-1.0,54.28571428571429,31.700573837170467,0.0,9.804296426666667,0.0,0.0
-Chronos-Bolt,54.107142857142854,30.041136052707273,0.0,0.41178704374999997,0.0,0.0
-Toto-2.0-4m,53.571428571428584,28.997499277709025,0.0,0.36290417583333334,0.0,0.0
-AutoETS,48.21428571428572,28.071655328734924,0.0,2.5273205354166666,0.0,0.0
-Stat. Ensemble,48.214285714285715,29.22979017092695,0.0,191.30953815208332,0.0,0.0
-Sundial-Base,43.92857142857143,22.70787609837541,0.0,8.29280267,0.0,0.0
-AutoARIMA,32.14285714285713,5.881738752268506,0.0,7.6933014760416665,0.0,0.0
-TFT,28.57142857142857,8.056299346355855,577.3621929408333,0.91290832015625,0.0,0.0
-AutoTheta,26.071428571428573,15.20916710141943,0.0,2.3246237520833333,0.0,0.0
-DeepAR,22.857142857142858,8.848833829469338,1252.3585836206248,0.9790481578125001,0.0,0.0
-PatchTST,22.142857142857135,12.927869318522445,812.3820815818749,0.4485787422916667,0.0,0.0
-Seasonal Naive,19.82142857142857,0.0,0.0,1.2681127877083334,0.0,0.0
-Naive,17.678571428571427,0.30982947391161586,0.0,1.2969351423177082,0.0,0.0
-Drift,17.5,7.491051482058886,0.0,1.3917920932291667,0.0,0.0
+TimesFM-2.5,69.65517241379312,32.87474894024488,0.0,1.1256479395833334,0.0,0.0
+Chronos-2,68.62068965517246,31.78597649489514,0.0,0.3492251116666667,0.0,0.0
+TabPFN-TS-3,67.24137931034483,28.963255047296542,0.0,199.6776895770319,0.0,0.0
+TabPFN-TS,65.86206896551725,34.55373879766452,0.0,53.951610824166664,0.0,0.0
+TiRex,63.44827586206897,32.47588770643868,0.0,0.330588668125,0.0,0.0
+FlowState,62.41379310344828,27.93729353213241,0.0,1.679734656979167,0.0,0.0
+LightGBM,62.41379310344827,33.38915880315173,1.2161332720833333,0.19742606979166666,0.0,0.0
+citras-fm,62.06896551724138,32.759601774152436,0.0,0.3327079909164846,0.0,0.0
+CatBoost,61.37931034482757,33.16623383500657,13.210264008932292,0.19426541770833333,0.0,0.0
+TS-ICL,61.0344827586207,31.90295044124469,0.0,1.3692244438010608,0.0,0.0
+Toto-2.0-313m,61.03448275862069,27.130941962281884,0.0,1.1242909435416668,0.0,0.0
+Moirai-2.0,60.86206896551724,33.79488506711863,0.0,0.3505868739583333,0.1,0.0
+Toto-2.0-2.5B,59.31034482758621,27.02155839964281,0.0,5.925324101666666,0.0,0.0
+Toto-2.0-22m,55.86206896551725,27.354995059689568,0.0,0.4238227016666667,0.0,0.0
+Toto-2.0-1B,55.86206896551724,26.055688762834595,0.0,2.728815209166667,0.0,0.0
+Toto-1.0,54.13793103448277,31.700573837170467,0.0,9.804296426666667,0.0,0.0
+Chronos-Bolt,53.27586206896553,30.041136052707273,0.0,0.41178704374999997,0.0,0.0
+Toto-2.0-4m,52.758620689655174,28.997499277709025,0.0,0.36290417583333334,0.0,0.0
+AutoETS,47.931034482758626,28.071655328734924,0.0,2.5273205354166666,0.0,0.0
+Stat. Ensemble,47.93103448275862,29.22979017092695,0.0,191.30953815208332,0.0,0.0
+Sundial-Base,43.44827586206897,22.70787609837541,0.0,8.29280267,0.0,0.0
+AutoARIMA,31.379310344827577,5.881738752268506,0.0,7.6933014760416665,0.0,0.0
+TFT,27.93103448275862,8.056299346355855,577.3621929408333,0.91290832015625,0.0,0.0
+AutoTheta,25.51724137931034,15.20916710141943,0.0,2.3246237520833333,0.0,0.0
+DeepAR,22.758620689655174,8.848833829469338,1252.3585836206248,0.9790481578125001,0.0,0.0
+PatchTST,21.724137931034473,12.927869318522445,812.3820815818749,0.4485787422916667,0.0,0.0
+Seasonal Naive,19.482758620689662,0.0,0.0,1.2681127877083334,0.0,0.0
+Naive,17.41379310344827,0.30982947391161586,0.0,1.2969351423177082,0.0,0.0
+Drift,17.241379310344822,7.491051482058886,0.0,1.3917920932291667,0.0,0.0

tables/domain_health/leaderboard_SQL.csv

@@ -1,30 +1,31 @@
 model_name,win_rate,skill_score,median_training_time_s_per100,median_inference_time_s_per100,training_corpus_overlap,num_failures
-TiRex-2,83.57142857142857,39.425727939082535,0.0,0.3575023838736039,0.0,0.0
-Chronos-2,77.85714285714286,38.08875531260849,0.0,0.3492251116666667,0.0,0.0
-TimesFM-2.5,72.85714285714288,38.03594071146331,0.0,1.1256479395833334,0.0,0.0
-Toto-2.0-313m,68.57142857142857,33.76977925435224,0.0,1.1242909435416668,0.0,0.0
-Moirai-2.0,66.96428571428571,38.69101646514035,0.0,0.3505868739583333,0.1,0.0
-TabPFN-TS,66.07142857142857,37.79500412291329,0.0,53.951610824166664,0.0,0.0
-citras-fm,65.35714285714288,37.8794168351068,0.0,0.3327079909164846,0.0,0.0
-Toto-2.0-2.5B,65.35714285714286,33.54660585794915,0.0,5.925324101666666,0.0,0.0
-TiRex,64.64285714285714,36.908809542631595,0.0,0.330588668125,0.0,0.0
-TabPFN-TS-3,63.92857142857144,33.86938070997042,0.0,199.6776895770319,0.0,0.0
-Toto-2.0-1B,62.500000000000014,32.77732666419397,0.0,2.728815209166667,0.0,0.0
-Toto-1.0,62.5,37.78506660666954,0.0,9.804296426666667,0.0,0.0
-Toto-2.0-22m,61.78571428571429,33.710262442699914,0.0,0.4238227016666667,0.0,0.0
-Chronos-Bolt,61.24999999999999,36.49963478571547,0.0,0.41178704374999997,0.0,0.0
-FlowState,56.07142857142857,32.77403706037661,0.0,1.679734656979167,0.0,0.0
-Toto-2.0-4m,53.92857142857142,34.41096517434523,0.0,0.36290417583333334,0.0,0.0
-AutoETS,52.142857142857146,31.12404358258436,0.0,2.5273205354166666,0.0,0.0
-Stat. Ensemble,46.42857142857143,31.666899122864876,0.0,191.30953815208332,0.0,0.0
-LightGBM,41.07142857142857,24.996902028028057,1.2161332720833333,0.19742606979166666,0.0,0.0
-CatBoost,36.785714285714285,24.745890887412404,13.210264008932292,0.19426541770833333,0.0,0.0
-Sundial-Base,35.7142857142857,23.555776042271713,0.0,8.29280267,0.0,0.0
-AutoARIMA,33.214285714285715,8.15543220497067,0.0,7.6933014760416665,0.0,0.0
-TFT,32.14285714285713,13.487049535026774,577.3621929408333,0.91290832015625,0.0,0.0
-PatchTST,25.35714285714285,17.70708962424181,812.3820815818749,0.4485787422916667,0.0,0.0
-AutoTheta,24.64285714285714,17.733419411019135,0.0,2.3246237520833333,0.0,0.0
-DeepAR,22.5,13.730380882991922,1252.3585836206248,0.9790481578125001,0.0,0.0
-Seasonal Naive,19.107142857142854,0.0,0.0,1.2681127877083334,0.0,0.0
-Naive,14.464285714285714,-7.297793646802875,0.0,1.2969351423177082,0.0,0.0
-Drift,13.214285714285715,0.404190086867684,0.0,1.3917920932291667,0.0,0.0
+TiRex-2,83.44827586206898,39.425727939082535,0.0,0.3575023838736039,0.0,0.0
+Chronos-2,77.93103448275865,38.08875531260849,0.0,0.3492251116666667,0.0,0.0
+TimesFM-2.5,72.41379310344828,38.03594071146331,0.0,1.1256479395833334,0.0,0.0
+Toto-2.0-313m,68.27586206896552,33.76977925435224,0.0,1.1242909435416668,0.0,0.0
+Moirai-2.0,66.37931034482757,38.69101646514035,0.0,0.3505868739583333,0.1,0.0
+TS-ICL,65.86206896551725,36.735170870136194,0.0,1.3692244438010608,0.0,0.0
+TabPFN-TS,65.51724137931035,37.79500412291329,0.0,53.951610824166664,0.0,0.0
+Toto-2.0-2.5B,64.82758620689656,33.54660585794915,0.0,5.925324101666666,0.0,0.0
+citras-fm,64.48275862068965,37.8794168351068,0.0,0.3327079909164846,0.0,0.0
+TiRex,64.13793103448276,36.908809542631595,0.0,0.330588668125,0.0,0.0
+TabPFN-TS-3,63.79310344827588,33.86938070997042,0.0,199.6776895770319,0.0,0.0
+Toto-2.0-1B,62.068965517241395,32.77732666419397,0.0,2.728815209166667,0.0,0.0
+Toto-1.0,61.7241379310345,37.78506660666954,0.0,9.804296426666667,0.0,0.0
+Toto-2.0-22m,61.37931034482759,33.710262442699914,0.0,0.4238227016666667,0.0,0.0
+Chronos-Bolt,60.517241379310335,36.49963478571547,0.0,0.41178704374999997,0.0,0.0
+FlowState,55.51724137931034,32.77403706037661,0.0,1.679734656979167,0.0,0.0
+Toto-2.0-4m,53.44827586206896,34.41096517434523,0.0,0.36290417583333334,0.0,0.0
+AutoETS,51.724137931034484,31.12404358258436,0.0,2.5273205354166666,0.0,0.0
+Stat. Ensemble,45.51724137931034,31.666899122864876,0.0,191.30953815208332,0.0,0.0
+LightGBM,40.3448275862069,24.996902028028057,1.2161332720833333,0.19742606979166666,0.0,0.0
+CatBoost,36.206896551724135,24.745890887412404,13.210264008932292,0.19426541770833333,0.0,0.0
+Sundial-Base,35.17241379310344,23.555776042271713,0.0,8.29280267,0.0,0.0
+AutoARIMA,32.41379310344827,8.15543220497067,0.0,7.6933014760416665,0.0,0.0
+TFT,31.379310344827577,13.487049535026774,577.3621929408333,0.91290832015625,0.0,0.0
+PatchTST,24.482758620689648,17.70708962424181,812.3820815818749,0.4485787422916667,0.0,0.0
+AutoTheta,23.793103448275854,17.733419411019135,0.0,2.3246237520833333,0.0,0.0
+DeepAR,22.068965517241377,13.730380882991922,1252.3585836206248,0.9790481578125001,0.0,0.0
+Seasonal Naive,18.448275862068964,0.0,0.0,1.2681127877083334,0.0,0.0
+Naive,13.96551724137931,-7.297793646802875,0.0,1.2969351423177082,0.0,0.0
+Drift,12.758620689655176,0.404190086867684,0.0,1.3917920932291667,0.0,0.0

tables/domain_health/leaderboard_WAPE.csv

@@ -1,30 +1,31 @@
 model_name,win_rate,skill_score,median_training_time_s_per100,median_inference_time_s_per100,training_corpus_overlap,num_failures
-TimesFM-2.5,69.2857142857143,30.236433011588616,0.0,1.1256479395833334,0.0,0.0
-TiRex-2,67.85714285714289,26.601930748682324,0.0,0.3575023838736039,0.0,0.0
-TabPFN-TS-3,67.14285714285715,27.06736057976333,0.0,199.6776895770319,0.0,0.0
-Chronos-2,65.71428571428572,29.12048347898083,0.0,0.3492251116666667,0.0,0.0
-citras-fm,64.2857142857143,29.549083444333757,0.0,0.3327079909164846,0.0,0.0
-TiRex,63.21428571428572,29.759653720585042,0.0,0.330588668125,0.0,0.0
-Toto-2.0-2.5B,63.21428571428571,23.803402469752132,0.0,5.925324101666666,0.0,0.0
-FlowState,62.14285714285715,25.714346434991153,0.0,1.679734656979167,0.0,0.0
-Moirai-2.0,60.17857142857142,31.595921669939887,0.0,0.3505868739583333,0.1,0.0
-Toto-1.0,59.64285714285714,28.753205083598854,0.0,9.804296426666667,0.0,0.0
-Toto-2.0-313m,58.57142857142858,23.159110215973843,0.0,1.1242909435416668,0.0,0.0
-Toto-2.0-1B,57.85714285714286,22.479955103457115,0.0,2.728815209166667,0.0,0.0
-Toto-2.0-22m,57.857142857142854,23.737937635347716,0.0,0.4238227016666667,0.0,0.0
-TabPFN-TS,56.785714285714285,29.1761523445201,0.0,53.951610824166664,0.0,0.0
-AutoETS,56.785714285714285,29.45241897965094,0.0,2.5273205354166666,0.0,0.0
-Stat. Ensemble,55.714285714285715,29.6956210738891,0.0,191.30953815208332,0.0,0.0
-Toto-2.0-4m,55.00000000000001,24.961571876693643,0.0,0.36290417583333334,0.0,0.0
-LightGBM,54.285714285714285,28.23998648969035,1.2161332720833333,0.19742606979166666,0.0,0.0
-Chronos-Bolt,51.964285714285715,25.883263022341175,0.0,0.41178704374999997,0.0,0.0
-CatBoost,47.857142857142854,24.80079887494443,13.210264008932292,0.19426541770833333,0.0,0.0
-Sundial-Base,41.071428571428555,16.462366143379946,0.0,8.29280267,0.0,0.0
-AutoARIMA,36.07142857142857,15.90999185953288,0.0,7.6933014760416665,0.0,0.0
-AutoTheta,29.999999999999993,14.265515876146328,0.0,2.3246237520833333,0.0,0.0
-DeepAR,27.500000000000004,4.835755105983619,1252.3585836206248,0.9790481578125001,0.0,0.0
-Drift,25.71428571428571,6.995102476216641,0.0,1.3917920932291667,0.0,0.0
-TFT,24.642857142857142,-0.6246028567987283,577.3621929408333,0.91290832015625,0.0,0.0
-Seasonal Naive,24.107142857142858,0.0,0.0,1.2681127877083334,0.0,0.0
-Naive,24.107142857142854,0.09410405602899852,0.0,1.2969351423177082,0.0,0.0
-PatchTST,21.428571428571423,2.754946880183251,812.3820815818749,0.4485787422916667,0.0,0.0
+TimesFM-2.5,68.96551724137933,30.236433011588616,0.0,1.1256479395833334,0.0,0.0
+TiRex-2,67.93103448275865,26.601930748682324,0.0,0.3575023838736039,0.0,0.0
+TabPFN-TS-3,66.89655172413794,27.06736057976333,0.0,199.6776895770319,0.0,0.0
+Chronos-2,65.51724137931035,29.12048347898083,0.0,0.3492251116666667,0.0,0.0
+citras-fm,63.44827586206897,29.549083444333757,0.0,0.3327079909164846,0.0,0.0
+TS-ICL,63.44827586206896,28.45442598437944,0.0,1.3692244438010608,0.0,0.0
+Toto-2.0-2.5B,63.10344827586207,23.803402469752132,0.0,5.925324101666666,0.0,0.0
+TiRex,63.10344827586207,29.759653720585042,0.0,0.330588668125,0.0,0.0
+FlowState,61.3793103448276,25.714346434991153,0.0,1.679734656979167,0.0,0.0
+Moirai-2.0,59.482758620689644,31.595921669939887,0.0,0.3505868739583333,0.1,0.0
+Toto-1.0,58.620689655172406,28.753205083598854,0.0,9.804296426666667,0.0,0.0
+Toto-2.0-313m,58.27586206896551,23.159110215973843,0.0,1.1242909435416668,0.0,0.0
+Toto-2.0-22m,57.93103448275861,23.737937635347716,0.0,0.4238227016666667,0.0,0.0
+Toto-2.0-1B,57.586206896551715,22.479955103457115,0.0,2.728815209166667,0.0,0.0
+AutoETS,56.20689655172414,29.45241897965094,0.0,2.5273205354166666,0.0,0.0
+TabPFN-TS,56.20689655172414,29.1761523445201,0.0,53.951610824166664,0.0,0.0
+Stat. Ensemble,55.172413793103445,29.6956210738891,0.0,191.30953815208332,0.0,0.0
+Toto-2.0-4m,54.13793103448277,24.961571876693643,0.0,0.36290417583333334,0.0,0.0
+LightGBM,54.137931034482754,28.23998648969035,1.2161332720833333,0.19742606979166666,0.0,0.0
+Chronos-Bolt,51.20689655172414,25.883263022341175,0.0,0.41178704374999997,0.0,0.0
+CatBoost,47.58620689655172,24.80079887494443,13.210264008932292,0.19426541770833333,0.0,0.0
+Sundial-Base,40.34482758620688,16.462366143379946,0.0,8.29280267,0.0,0.0
+AutoARIMA,35.51724137931034,15.90999185953288,0.0,7.6933014760416665,0.0,0.0
+AutoTheta,29.310344827586203,14.265515876146328,0.0,2.3246237520833333,0.0,0.0
+DeepAR,26.896551724137936,4.835755105983619,1252.3585836206248,0.9790481578125001,0.0,0.0
+Drift,25.17241379310345,6.995102476216641,0.0,1.3917920932291667,0.0,0.0
+TFT,24.137931034482758,-0.6246028567987283,577.3621929408333,0.91290832015625,0.0,0.0
+Seasonal Naive,23.620689655172416,0.0,0.0,1.2681127877083334,0.0,0.0
+Naive,23.620689655172413,0.09410405602899852,0.0,1.2969351423177082,0.0,0.0
+PatchTST,21.034482758620683,2.754946880183251,812.3820815818749,0.4485787422916667,0.0,0.0

tables/domain_health/leaderboard_WQL.csv

@@ -1,30 +1,31 @@
 model_name,win_rate,skill_score,median_training_time_s_per100,median_inference_time_s_per100,training_corpus_overlap,num_failures
-Chronos-2,72.85714285714285,40.421377709866235,0.0,0.3492251116666667,0.0,0.0
-TimesFM-2.5,71.07142857142857,40.552489916172874,0.0,1.1256479395833334,0.0,0.0
-citras-fm,70.35714285714289,40.356679864874486,0.0,0.3327079909164846,0.0,0.0
-TiRex-2,70.35714285714285,37.313049400685664,0.0,0.3575023838736039,0.0,0.0
-Moirai-2.0,68.39285714285712,41.64215770095807,0.0,0.3505868739583333,0.1,0.0
-TabPFN-TS-3,67.85714285714286,37.518925534209544,0.0,199.6776895770319,0.0,0.0
-Toto-2.0-2.5B,64.28571428571429,34.86494484839163,0.0,5.925324101666666,0.0,0.0
-Toto-2.0-313m,63.92857142857141,34.84636139478182,0.0,1.1242909435416668,0.0,0.0
-TiRex,63.21428571428571,38.88592212674449,0.0,0.330588668125,0.0,0.0
-Toto-1.0,62.85714285714287,40.320844847410996,0.0,9.804296426666667,0.0,0.0
-Toto-2.0-22m,62.14285714285713,35.47613872211428,0.0,0.4238227016666667,0.0,0.0
-Toto-2.0-1B,61.428571428571445,34.52744790415115,0.0,2.728815209166667,0.0,0.0
-Chronos-Bolt,59.10714285714286,38.083893021927985,0.0,0.41178704374999997,0.0,0.0
-TabPFN-TS,58.92857142857143,38.14282869293443,0.0,53.951610824166664,0.0,0.0
-FlowState,58.214285714285715,36.31335951896396,0.0,1.679734656979167,0.0,0.0
-Toto-2.0-4m,55.00000000000001,35.62915272518256,0.0,0.36290417583333334,0.0,0.0
-Stat. Ensemble,54.28571428571429,33.50707751988894,0.0,191.30953815208332,0.0,0.0
-AutoETS,53.92857142857144,32.19312847125849,0.0,2.5273205354166666,0.0,0.0
-LightGBM,36.78571428571429,25.255259089696292,1.2161332720833333,0.19742606979166666,0.0,0.0
-AutoARIMA,36.42857142857142,19.925031039747566,0.0,7.6933014760416665,0.0,0.0
-Sundial-Base,35.7142857142857,24.248203702135108,0.0,8.29280267,0.0,0.0
-CatBoost,31.428571428571434,21.67302472205549,13.210264008932292,0.19426541770833333,0.0,0.0
-DeepAR,30.714285714285705,15.68929320376099,1252.3585836206248,0.9790481578125001,0.0,0.0
-AutoTheta,29.28571428571428,18.143895495008643,0.0,2.3246237520833333,0.0,0.0
-TFT,26.42857142857143,6.246826522995086,577.3621929408333,0.91290832015625,0.0,0.0
-PatchTST,26.071428571428562,15.548311275264371,812.3820815818749,0.4485787422916667,0.0,0.0
-Seasonal Naive,21.964285714285715,0.0,0.0,1.2681127877083334,0.0,0.0
-Drift,19.285714285714285,0.8421348846480603,0.0,1.3917920932291667,0.0,0.0
-Naive,17.678571428571423,-6.552998310854519,0.0,1.2969351423177082,0.0,0.0
+Chronos-2,72.75862068965516,40.421377709866235,0.0,0.3492251116666667,0.0,0.0
+TimesFM-2.5,70.68965517241381,40.552489916172874,0.0,1.1256479395833334,0.0,0.0
+citras-fm,70.00000000000003,40.356679864874486,0.0,0.3327079909164846,0.0,0.0
+TiRex-2,70.0,37.313049400685664,0.0,0.3575023838736039,0.0,0.0
+Moirai-2.0,67.75862068965517,41.64215770095807,0.0,0.3505868739583333,0.1,0.0
+TabPFN-TS-3,67.58620689655173,37.518925534209544,0.0,199.6776895770319,0.0,0.0
+Toto-2.0-2.5B,64.13793103448276,34.86494484839163,0.0,5.925324101666666,0.0,0.0
+TS-ICL,64.13793103448275,38.86640859412728,0.0,1.3692244438010608,0.0,0.0
+Toto-2.0-313m,63.79310344827584,34.84636139478182,0.0,1.1242909435416668,0.0,0.0
+TiRex,63.103448275862064,38.88592212674449,0.0,0.330588668125,0.0,0.0
+Toto-1.0,62.06896551724138,40.320844847410996,0.0,9.804296426666667,0.0,0.0
+Toto-2.0-22m,62.06896551724137,35.47613872211428,0.0,0.4238227016666667,0.0,0.0
+Toto-2.0-1B,61.37931034482759,34.52744790415115,0.0,2.728815209166667,0.0,0.0
+TabPFN-TS,58.27586206896552,38.14282869293443,0.0,53.951610824166664,0.0,0.0
+Chronos-Bolt,58.10344827586206,38.083893021927985,0.0,0.41178704374999997,0.0,0.0
+FlowState,57.58620689655174,36.31335951896396,0.0,1.679734656979167,0.0,0.0
+Toto-2.0-4m,54.48275862068965,35.62915272518256,0.0,0.36290417583333334,0.0,0.0
+AutoETS,53.79310344827587,32.19312847125849,0.0,2.5273205354166666,0.0,0.0
+Stat. Ensemble,53.448275862068975,33.50707751988894,0.0,191.30953815208332,0.0,0.0
+LightGBM,36.20689655172414,25.255259089696292,1.2161332720833333,0.19742606979166666,0.0,0.0
+AutoARIMA,35.517241379310335,19.925031039747566,0.0,7.6933014760416665,0.0,0.0
+Sundial-Base,35.17241379310344,24.248203702135108,0.0,8.29280267,0.0,0.0
+CatBoost,30.3448275862069,21.67302472205549,13.210264008932292,0.19426541770833333,0.0,0.0
+DeepAR,29.999999999999993,15.68929320376099,1252.3585836206248,0.9790481578125001,0.0,0.0
+AutoTheta,28.62068965517241,18.143895495008643,0.0,2.3246237520833333,0.0,0.0
+TFT,25.517241379310345,6.246826522995086,577.3621929408333,0.91290832015625,0.0,0.0
+PatchTST,25.517241379310335,15.548311275264371,812.3820815818749,0.4485787422916667,0.0,0.0
+Seasonal Naive,21.55172413793104,0.0,0.0,1.2681127877083334,0.0,0.0
+Drift,18.965517241379306,0.8421348846480603,0.0,1.3917920932291667,0.0,0.0
+Naive,17.41379310344827,-6.552998310854519,0.0,1.2969351423177082,0.0,0.0

tables/domain_health/pairwise_MASE.csv

@@ -3,288 +3,288 @@ TiRex-2,TiRex-2,0.5,0.5,0.5,0.0,0.0,0.0
 TiRex-2,TimesFM-2.5,0.6,0.3,0.9,0.03,-0.041,0.111
 TiRex-2,Chronos-2,0.7,0.4,0.9,0.046,0.007,0.092
 TiRex-2,LightGBM,0.5,0.2,0.8,0.023,-0.068,0.13
-TiRex-2,CatBoost,0.5,0.2,0.8,0.026,-0.061,0.126
 TiRex-2,TabPFN-TS-3,0.7,0.4,0.9,0.084,0.014,0.165
+TiRex-2,CatBoost,0.5,0.2,0.8,0.026,-0.061,0.126
 TiRex-2,TabPFN-TS,0.7,0.4,1.0,0.006,-0.051,0.055
 TiRex-2,FlowState,0.6,0.3,0.9,0.097,-0.012,0.196
 TiRex-2,citras-fm,0.7,0.4,1.0,0.032,-0.021,0.091
 TiRex-2,TiRex,0.9,0.7,1.0,0.036,0.002,0.069
+TiRex-2,TS-ICL,0.8,0.5,1.0,0.044,-0.014,0.093
+TiRex-2,Toto-2.0-313m,0.7,0.4,0.902,0.107,0.031,0.187
 TiRex-2,Moirai-2.0,0.8,0.6,1.0,0.017,-0.034,0.061
 TiRex-2,Toto-2.0-2.5B,0.6,0.3,0.9,0.108,0.039,0.166
-TiRex-2,Toto-2.0-313m,0.7,0.4,0.902,0.107,0.031,0.187
 TiRex-2,Toto-2.0-22m,0.8,0.5,1.0,0.104,0.042,0.158
-TiRex-2,Toto-2.0-1B,0.7,0.4,0.902,0.12,0.044,0.19
 TiRex-2,Chronos-Bolt,0.8,0.6,1.0,0.07,0.005,0.131
 TiRex-2,Seasonal Naive,1.0,1.0,1.0,0.349,0.2,0.495
 TimesFM-2.5,TiRex-2,0.4,0.1,0.7,-0.031,-0.125,0.04
 TimesFM-2.5,TimesFM-2.5,0.5,0.5,0.5,0.0,0.0,0.0
 TimesFM-2.5,Chronos-2,0.5,0.2,0.8,0.016,-0.093,0.11
 TimesFM-2.5,LightGBM,0.5,0.2,0.8,-0.008,-0.151,0.132
-TimesFM-2.5,CatBoost,0.5,0.2,0.8,-0.004,-0.149,0.123
 TimesFM-2.5,TabPFN-TS-3,0.4,0.1,0.7,0.055,-0.033,0.157
+TimesFM-2.5,CatBoost,0.5,0.2,0.8,-0.004,-0.149,0.123
 TimesFM-2.5,TabPFN-TS,0.7,0.4,1.0,-0.026,-0.178,0.069
 TimesFM-2.5,FlowState,0.6,0.3,0.9,0.069,-0.018,0.168
 TimesFM-2.5,citras-fm,0.6,0.3,0.9,0.002,-0.132,0.117
 TimesFM-2.5,TiRex,0.7,0.4,0.9,0.006,-0.088,0.075
+TimesFM-2.5,TS-ICL,0.6,0.3,0.9,0.014,-0.132,0.123
+TimesFM-2.5,Toto-2.0-313m,0.6,0.3,0.9,0.079,0.006,0.154
 TimesFM-2.5,Moirai-2.0,0.6,0.3,0.9,-0.014,-0.094,0.036
 TimesFM-2.5,Toto-2.0-2.5B,0.6,0.3,0.9,0.08,-0.008,0.176
-TimesFM-2.5,Toto-2.0-313m,0.6,0.3,0.9,0.079,0.006,0.154
 TimesFM-2.5,Toto-2.0-22m,0.6,0.3,0.9,0.076,-0.002,0.159
-TimesFM-2.5,Toto-2.0-1B,0.7,0.4,1.0,0.092,0.014,0.176
 TimesFM-2.5,Chronos-Bolt,0.8,0.6,1.0,0.041,-0.026,0.112
 TimesFM-2.5,Seasonal Naive,1.0,1.0,1.0,0.329,0.204,0.472
 Chronos-2,TiRex-2,0.3,0.1,0.6,-0.048,-0.102,-0.007
 Chronos-2,TimesFM-2.5,0.5,0.2,0.8,-0.016,-0.124,0.085
 Chronos-2,Chronos-2,0.5,0.5,0.5,0.0,0.0,0.0
 Chronos-2,LightGBM,0.4,0.1,0.7,-0.024,-0.166,0.118
-Chronos-2,CatBoost,0.5,0.2,0.8,-0.021,-0.154,0.112
 Chronos-2,TabPFN-TS-3,0.5,0.2,0.8,0.04,-0.012,0.095
+Chronos-2,CatBoost,0.5,0.2,0.8,-0.021,-0.154,0.112
 Chronos-2,TabPFN-TS,0.5,0.2,0.8,-0.042,-0.101,0.001
 Chronos-2,FlowState,0.6,0.3,0.9,0.053,-0.056,0.143
 Chronos-2,citras-fm,0.6,0.3,0.9,-0.014,-0.054,0.022
 Chronos-2,TiRex,0.6,0.3,0.9,-0.01,-0.052,0.023
+Chronos-2,TS-ICL,0.7,0.4,0.902,-0.002,-0.049,0.04
+Chronos-2,Toto-2.0-313m,0.6,0.3,0.9,0.064,-0.022,0.16
 Chronos-2,Moirai-2.0,0.7,0.4,0.9,-0.03,-0.114,0.028
 Chronos-2,Toto-2.0-2.5B,0.6,0.3,0.9,0.065,0.003,0.126
-Chronos-2,Toto-2.0-313m,0.6,0.3,0.9,0.064,-0.022,0.16
 Chronos-2,Toto-2.0-22m,0.8,0.6,1.0,0.061,-0.014,0.133
-Chronos-2,Toto-2.0-1B,0.6,0.3,0.9,0.077,0.004,0.159
 Chronos-2,Chronos-Bolt,0.8,0.6,1.0,0.025,-0.04,0.08
 Chronos-2,Seasonal Naive,0.9,0.7,1.0,0.318,0.17,0.455
 LightGBM,TiRex-2,0.5,0.2,0.8,-0.023,-0.149,0.064
 LightGBM,TimesFM-2.5,0.5,0.2,0.8,0.008,-0.152,0.131
 LightGBM,Chronos-2,0.6,0.3,0.9,0.024,-0.134,0.142
 LightGBM,LightGBM,0.5,0.5,0.5,0.0,0.0,0.0
-LightGBM,CatBoost,0.6,0.3,0.9,0.003,-0.02,0.028
 LightGBM,TabPFN-TS-3,0.5,0.2,0.8,0.062,-0.124,0.203
+LightGBM,CatBoost,0.6,0.3,0.9,0.003,-0.02,0.028
 LightGBM,TabPFN-TS,0.5,0.2,0.8,-0.018,-0.155,0.089
 LightGBM,FlowState,0.4,0.1,0.7,0.076,-0.119,0.233
 LightGBM,citras-fm,0.5,0.2,0.8,0.009,-0.136,0.138
 LightGBM,TiRex,0.5,0.2,0.8,0.014,-0.136,0.114
+LightGBM,TS-ICL,0.6,0.3,0.9,0.022,-0.128,0.138
+LightGBM,Toto-2.0-313m,0.7,0.4,0.902,0.086,-0.093,0.211
 LightGBM,Moirai-2.0,0.6,0.3,0.9,-0.006,-0.147,0.089
 LightGBM,Toto-2.0-2.5B,0.7,0.4,0.902,0.087,-0.086,0.211
-LightGBM,Toto-2.0-313m,0.7,0.4,0.902,0.086,-0.093,0.211
 LightGBM,Toto-2.0-22m,0.7,0.4,0.902,0.083,-0.079,0.19
-LightGBM,Toto-2.0-1B,0.7,0.4,0.902,0.099,-0.085,0.221
 LightGBM,Chronos-Bolt,0.6,0.3,0.9,0.048,-0.118,0.168
 LightGBM,Seasonal Naive,0.8,0.5,1.0,0.334,0.122,0.504
-CatBoost,TiRex-2,0.5,0.2,0.8,-0.027,-0.144,0.058
-CatBoost,TimesFM-2.5,0.5,0.2,0.8,0.004,-0.14,0.129
-CatBoost,Chronos-2,0.5,0.2,0.8,0.02,-0.127,0.134
-CatBoost,LightGBM,0.4,0.1,0.7,-0.003,-0.029,0.019
-CatBoost,CatBoost,0.5,0.5,0.5,0.0,0.0,0.0
-CatBoost,TabPFN-TS-3,0.5,0.2,0.8,0.059,-0.114,0.189
-CatBoost,TabPFN-TS,0.5,0.2,0.8,-0.021,-0.14,0.076
-CatBoost,FlowState,0.4,0.1,0.7,0.073,-0.112,0.218
-CatBoost,citras-fm,0.5,0.2,0.8,0.006,-0.137,0.13
-CatBoost,TiRex,0.5,0.2,0.8,0.01,-0.126,0.107
-CatBoost,Moirai-2.0,0.6,0.3,0.9,-0.009,-0.137,0.079
-CatBoost,Toto-2.0-2.5B,0.7,0.4,0.902,0.084,-0.076,0.205
-CatBoost,Toto-2.0-313m,0.7,0.4,0.902,0.083,-0.083,0.213
-CatBoost,Toto-2.0-22m,0.7,0.4,0.902,0.08,-0.071,0.185
-CatBoost,Toto-2.0-1B,0.7,0.4,0.902,0.096,-0.073,0.217
-CatBoost,Chronos-Bolt,0.6,0.3,0.9,0.045,-0.115,0.157
-CatBoost,Seasonal Naive,0.8,0.5,1.0,0.332,0.125,0.498
 TabPFN-TS-3,TiRex-2,0.3,0.1,0.6,-0.091,-0.198,-0.014
 TabPFN-TS-3,TimesFM-2.5,0.6,0.3,0.9,-0.058,-0.186,0.032
 TabPFN-TS-3,Chronos-2,0.5,0.2,0.8,-0.041,-0.105,0.012
 TabPFN-TS-3,LightGBM,0.5,0.2,0.8,-0.066,-0.255,0.11
-TabPFN-TS-3,CatBoost,0.5,0.2,0.8,-0.063,-0.234,0.102
 TabPFN-TS-3,TabPFN-TS-3,0.5,0.5,0.5,0.0,0.0,0.0
+TabPFN-TS-3,CatBoost,0.5,0.2,0.8,-0.063,-0.234,0.102
 TabPFN-TS-3,TabPFN-TS,0.4,0.1,0.7,-0.085,-0.189,-0.005
 TabPFN-TS-3,FlowState,0.6,0.3,0.9,0.014,-0.051,0.075
 TabPFN-TS-3,citras-fm,0.4,0.1,0.7,-0.056,-0.156,0.029
 TabPFN-TS-3,TiRex,0.4,0.1,0.7,-0.052,-0.134,0.003
+TabPFN-TS-3,TS-ICL,0.6,0.3,0.9,-0.043,-0.148,0.045
+TabPFN-TS-3,Toto-2.0-313m,0.7,0.4,1.0,0.025,-0.09,0.121
 TabPFN-TS-3,Moirai-2.0,0.6,0.3,0.9,-0.073,-0.185,0.003
 TabPFN-TS-3,Toto-2.0-2.5B,0.6,0.3,0.9,0.027,-0.07,0.11
-TabPFN-TS-3,Toto-2.0-313m,0.7,0.4,1.0,0.025,-0.09,0.121
 TabPFN-TS-3,Toto-2.0-22m,0.7,0.4,1.0,0.022,-0.093,0.114
-TabPFN-TS-3,Toto-2.0-1B,0.6,0.3,0.9,0.039,-0.058,0.122
 TabPFN-TS-3,Chronos-Bolt,0.6,0.3,0.9,-0.015,-0.067,0.028
 TabPFN-TS-3,Seasonal Naive,1.0,1.0,1.0,0.29,0.176,0.398
+CatBoost,TiRex-2,0.5,0.2,0.8,-0.027,-0.144,0.058
+CatBoost,TimesFM-2.5,0.5,0.2,0.8,0.004,-0.14,0.129
+CatBoost,Chronos-2,0.5,0.2,0.8,0.02,-0.127,0.134
+CatBoost,LightGBM,0.4,0.1,0.7,-0.003,-0.029,0.019
+CatBoost,TabPFN-TS-3,0.5,0.2,0.8,0.059,-0.114,0.189
+CatBoost,CatBoost,0.5,0.5,0.5,0.0,0.0,0.0
+CatBoost,TabPFN-TS,0.5,0.2,0.8,-0.021,-0.14,0.076
+CatBoost,FlowState,0.4,0.1,0.7,0.073,-0.112,0.218
+CatBoost,citras-fm,0.5,0.2,0.8,0.006,-0.137,0.13
+CatBoost,TiRex,0.5,0.2,0.8,0.01,-0.126,0.107
+CatBoost,TS-ICL,0.5,0.2,0.8,0.019,-0.118,0.129
+CatBoost,Toto-2.0-313m,0.7,0.4,0.902,0.083,-0.083,0.213
+CatBoost,Moirai-2.0,0.6,0.3,0.9,-0.009,-0.137,0.079
+CatBoost,Toto-2.0-2.5B,0.7,0.4,0.902,0.084,-0.076,0.205
+CatBoost,Toto-2.0-22m,0.7,0.4,0.902,0.08,-0.071,0.185
+CatBoost,Chronos-Bolt,0.6,0.3,0.9,0.045,-0.115,0.157
+CatBoost,Seasonal Naive,0.8,0.5,1.0,0.332,0.125,0.498
 TabPFN-TS,TiRex-2,0.3,0.0,0.6,-0.006,-0.059,0.049
 TabPFN-TS,TimesFM-2.5,0.3,0.0,0.6,0.025,-0.074,0.151
 TabPFN-TS,Chronos-2,0.5,0.2,0.8,0.041,-0.001,0.091
 TabPFN-TS,LightGBM,0.5,0.2,0.8,0.017,-0.098,0.134
-TabPFN-TS,CatBoost,0.5,0.2,0.8,0.021,-0.082,0.123
 TabPFN-TS,TabPFN-TS-3,0.6,0.3,0.9,0.079,0.005,0.159
+TabPFN-TS,CatBoost,0.5,0.2,0.8,0.021,-0.082,0.123
 TabPFN-TS,TabPFN-TS,0.5,0.5,0.5,0.0,0.0,0.0
 TabPFN-TS,FlowState,0.5,0.2,0.8,0.092,-0.014,0.193
 TabPFN-TS,citras-fm,0.5,0.2,0.8,0.027,-0.025,0.087
 TabPFN-TS,TiRex,0.5,0.2,0.8,0.031,-0.006,0.079
+TabPFN-TS,TS-ICL,0.6,0.3,0.9,0.039,-0.001,0.082
+TabPFN-TS,Toto-2.0-313m,0.5,0.2,0.8,0.102,-0.005,0.22
 TabPFN-TS,Moirai-2.0,0.6,0.3,0.9,0.011,-0.055,0.076
 TabPFN-TS,Toto-2.0-2.5B,0.5,0.2,0.8,0.103,0.01,0.195
-TabPFN-TS,Toto-2.0-313m,0.5,0.2,0.8,0.102,-0.005,0.22
 TabPFN-TS,Toto-2.0-22m,0.6,0.3,0.9,0.099,0.001,0.188
-TabPFN-TS,Toto-2.0-1B,0.6,0.3,0.9,0.115,0.015,0.226
 TabPFN-TS,Chronos-Bolt,0.6,0.3,0.9,0.065,-0.002,0.145
 TabPFN-TS,Seasonal Naive,1.0,1.0,1.0,0.346,0.194,0.48
 FlowState,TiRex-2,0.4,0.1,0.7,-0.107,-0.244,0.012
 FlowState,TimesFM-2.5,0.4,0.1,0.7,-0.074,-0.201,0.018
 FlowState,Chronos-2,0.4,0.1,0.7,-0.056,-0.167,0.053
 FlowState,LightGBM,0.6,0.3,0.9,-0.082,-0.303,0.107
-FlowState,CatBoost,0.6,0.3,0.9,-0.078,-0.28,0.101
 FlowState,TabPFN-TS-3,0.4,0.1,0.7,-0.014,-0.081,0.048
+FlowState,CatBoost,0.6,0.3,0.9,-0.078,-0.28,0.101
 FlowState,TabPFN-TS,0.5,0.2,0.8,-0.101,-0.239,0.014
 FlowState,FlowState,0.5,0.5,0.5,0.0,0.0,0.0
 FlowState,citras-fm,0.6,0.3,0.9,-0.072,-0.213,0.064
 FlowState,TiRex,0.5,0.2,0.8,-0.067,-0.171,0.025
+FlowState,TS-ICL,0.4,0.1,0.7,-0.058,-0.213,0.078
+FlowState,Toto-2.0-313m,0.5,0.2,0.8,0.011,-0.144,0.134
 FlowState,Moirai-2.0,0.5,0.2,0.8,-0.088,-0.212,0.013
 FlowState,Toto-2.0-2.5B,0.5,0.2,0.8,0.013,-0.135,0.139
-FlowState,Toto-2.0-313m,0.5,0.2,0.8,0.011,-0.144,0.134
 FlowState,Toto-2.0-22m,0.5,0.2,0.8,0.008,-0.146,0.136
-FlowState,Toto-2.0-1B,0.5,0.2,0.8,0.025,-0.115,0.145
 FlowState,Chronos-Bolt,0.7,0.4,0.902,-0.03,-0.119,0.052
 FlowState,Seasonal Naive,0.9,0.7,1.0,0.279,0.18,0.379
 citras-fm,TiRex-2,0.3,0.0,0.6,-0.033,-0.1,0.021
 citras-fm,TimesFM-2.5,0.4,0.1,0.7,-0.002,-0.132,0.116
 citras-fm,Chronos-2,0.4,0.1,0.7,0.014,-0.023,0.051
 citras-fm,LightGBM,0.5,0.2,0.8,-0.009,-0.16,0.12
-citras-fm,CatBoost,0.5,0.2,0.8,-0.006,-0.15,0.12
 citras-fm,TabPFN-TS-3,0.6,0.3,0.9,0.053,-0.03,0.135
+citras-fm,CatBoost,0.5,0.2,0.8,-0.006,-0.15,0.12
 citras-fm,TabPFN-TS,0.5,0.2,0.8,-0.027,-0.095,0.024
 citras-fm,FlowState,0.4,0.1,0.7,0.067,-0.069,0.176
 citras-fm,citras-fm,0.5,0.5,0.5,0.0,0.0,0.0
 citras-fm,TiRex,0.7,0.4,0.9,0.004,-0.06,0.048
+citras-fm,TS-ICL,0.4,0.1,0.7,0.013,-0.029,0.06
+citras-fm,Toto-2.0-313m,0.4,0.1,0.7,0.077,-0.026,0.187
 citras-fm,Moirai-2.0,0.6,0.3,0.9,-0.016,-0.119,0.055
 citras-fm,Toto-2.0-2.5B,0.6,0.3,0.9,0.079,0.003,0.156
-citras-fm,Toto-2.0-313m,0.4,0.1,0.7,0.077,-0.026,0.187
 citras-fm,Toto-2.0-22m,0.5,0.2,0.8,0.074,-0.012,0.16
-citras-fm,Toto-2.0-1B,0.5,0.2,0.8,0.091,-0.001,0.189
 citras-fm,Chronos-Bolt,0.6,0.3,0.9,0.039,-0.054,0.115
 citras-fm,Seasonal Naive,0.9,0.7,1.0,0.328,0.157,0.481
 TiRex,TiRex-2,0.1,0.0,0.3,-0.038,-0.075,-0.002
 TiRex,TimesFM-2.5,0.3,0.1,0.6,-0.006,-0.081,0.081
 TiRex,Chronos-2,0.4,0.1,0.7,0.01,-0.024,0.049
 TiRex,LightGBM,0.5,0.2,0.8,-0.014,-0.129,0.119
-TiRex,CatBoost,0.5,0.2,0.8,-0.01,-0.12,0.112
 TiRex,TabPFN-TS-3,0.6,0.3,0.9,0.049,-0.003,0.118
+TiRex,CatBoost,0.5,0.2,0.8,-0.01,-0.12,0.112
 TiRex,TabPFN-TS,0.5,0.2,0.8,-0.032,-0.085,0.006
 TiRex,FlowState,0.5,0.2,0.8,0.063,-0.026,0.146
 TiRex,citras-fm,0.3,0.1,0.6,-0.004,-0.05,0.057
 TiRex,TiRex,0.5,0.5,0.5,0.0,0.0,0.0
+TiRex,TS-ICL,0.5,0.2,0.8,0.008,-0.052,0.066
+TiRex,Toto-2.0-313m,0.5,0.2,0.8,0.073,-0.012,0.166
 TiRex,Moirai-2.0,0.7,0.4,0.9,-0.02,-0.063,0.015
 TiRex,Toto-2.0-2.5B,0.6,0.3,0.9,0.075,-0.003,0.149
-TiRex,Toto-2.0-313m,0.5,0.2,0.8,0.073,-0.012,0.166
 TiRex,Toto-2.0-22m,0.5,0.2,0.8,0.07,-0.006,0.145
-TiRex,Toto-2.0-1B,0.6,0.3,0.9,0.087,0.004,0.168
 TiRex,Chronos-Bolt,0.7,0.4,0.9,0.035,-0.013,0.085
 TiRex,Seasonal Naive,1.0,1.0,1.0,0.325,0.184,0.464
+TS-ICL,TiRex-2,0.2,0.0,0.5,-0.046,-0.103,0.014
+TS-ICL,TimesFM-2.5,0.4,0.1,0.7,-0.014,-0.14,0.117
+TS-ICL,Chronos-2,0.3,0.098,0.6,0.002,-0.042,0.047
+TS-ICL,LightGBM,0.4,0.1,0.7,-0.022,-0.16,0.113
+TS-ICL,TabPFN-TS-3,0.4,0.1,0.7,0.041,-0.047,0.129
+TS-ICL,CatBoost,0.5,0.2,0.8,-0.019,-0.148,0.105
+TS-ICL,TabPFN-TS,0.4,0.1,0.7,-0.041,-0.089,0.001
+TS-ICL,FlowState,0.6,0.3,0.9,0.055,-0.084,0.176
+TS-ICL,citras-fm,0.6,0.3,0.9,-0.013,-0.064,0.028
+TS-ICL,TiRex,0.5,0.2,0.8,-0.008,-0.07,0.049
+TS-ICL,TS-ICL,0.5,0.5,0.5,0.0,0.0,0.0
+TS-ICL,Toto-2.0-313m,0.3,0.0,0.6,0.065,-0.02,0.185
+TS-ICL,Moirai-2.0,0.5,0.2,0.8,-0.029,-0.125,0.049
+TS-ICL,Toto-2.0-2.5B,0.6,0.3,0.9,0.067,-0.001,0.151
+TS-ICL,Toto-2.0-22m,0.5,0.2,0.8,0.063,-0.014,0.148
+TS-ICL,Chronos-Bolt,0.7,0.4,0.9,0.027,-0.061,0.114
+TS-ICL,Seasonal Naive,0.9,0.7,1.0,0.319,0.142,0.473
+Toto-2.0-313m,TiRex-2,0.3,0.098,0.6,-0.12,-0.231,-0.032
+Toto-2.0-313m,TimesFM-2.5,0.4,0.1,0.7,-0.086,-0.182,-0.006
+Toto-2.0-313m,Chronos-2,0.4,0.1,0.7,-0.068,-0.19,0.022
+Toto-2.0-313m,LightGBM,0.3,0.098,0.6,-0.094,-0.268,0.085
+Toto-2.0-313m,TabPFN-TS-3,0.3,0.0,0.6,-0.026,-0.138,0.082
+Toto-2.0-313m,CatBoost,0.3,0.098,0.6,-0.09,-0.27,0.077
+Toto-2.0-313m,TabPFN-TS,0.5,0.2,0.8,-0.113,-0.282,0.005
+Toto-2.0-313m,FlowState,0.5,0.2,0.8,-0.011,-0.155,0.126
+Toto-2.0-313m,citras-fm,0.6,0.3,0.9,-0.084,-0.23,0.025
+Toto-2.0-313m,TiRex,0.5,0.2,0.8,-0.079,-0.199,0.012
+Toto-2.0-313m,TS-ICL,0.7,0.4,1.0,-0.07,-0.227,0.019
+Toto-2.0-313m,Toto-2.0-313m,0.5,0.5,0.5,0.0,0.0,0.0
+Toto-2.0-313m,Moirai-2.0,0.4,0.1,0.7,-0.101,-0.229,0.01
+Toto-2.0-313m,Toto-2.0-2.5B,0.5,0.2,0.8,0.001,-0.052,0.053
+Toto-2.0-313m,Toto-2.0-22m,0.6,0.3,0.9,-0.003,-0.054,0.033
+Toto-2.0-313m,Chronos-Bolt,0.7,0.4,1.0,-0.042,-0.144,0.049
+Toto-2.0-313m,Seasonal Naive,0.8,0.6,1.0,0.271,0.114,0.434
 Moirai-2.0,TiRex-2,0.2,0.0,0.4,-0.017,-0.065,0.033
 Moirai-2.0,TimesFM-2.5,0.4,0.1,0.7,0.014,-0.037,0.086
 Moirai-2.0,Chronos-2,0.3,0.1,0.6,0.029,-0.029,0.102
 Moirai-2.0,LightGBM,0.4,0.1,0.7,0.006,-0.097,0.128
-Moirai-2.0,CatBoost,0.4,0.1,0.7,0.009,-0.086,0.121
 Moirai-2.0,TabPFN-TS-3,0.4,0.1,0.7,0.068,-0.003,0.156
+Moirai-2.0,CatBoost,0.4,0.1,0.7,0.009,-0.086,0.121
 Moirai-2.0,TabPFN-TS,0.4,0.1,0.7,-0.012,-0.082,0.052
 Moirai-2.0,FlowState,0.5,0.2,0.8,0.081,-0.013,0.175
 Moirai-2.0,citras-fm,0.4,0.1,0.7,0.015,-0.058,0.106
 Moirai-2.0,TiRex,0.3,0.1,0.6,0.02,-0.015,0.059
+Moirai-2.0,TS-ICL,0.5,0.2,0.8,0.028,-0.052,0.111
+Moirai-2.0,Toto-2.0-313m,0.6,0.3,0.9,0.091,-0.01,0.186
 Moirai-2.0,Moirai-2.0,0.5,0.5,0.5,0.0,0.0,0.0
 Moirai-2.0,Toto-2.0-2.5B,0.6,0.3,0.9,0.093,-0.001,0.183
-Moirai-2.0,Toto-2.0-313m,0.6,0.3,0.9,0.091,-0.01,0.186
 Moirai-2.0,Toto-2.0-22m,0.5,0.2,0.8,0.089,-0.002,0.173
-Moirai-2.0,Toto-2.0-1B,0.6,0.3,0.9,0.105,0.003,0.197
 Moirai-2.0,Chronos-Bolt,0.75,0.45,1.0,0.054,0.003,0.111
 Moirai-2.0,Seasonal Naive,1.0,1.0,1.0,0.338,0.203,0.482
 Toto-2.0-2.5B,TiRex-2,0.4,0.1,0.7,-0.121,-0.2,-0.041
 Toto-2.0-2.5B,TimesFM-2.5,0.4,0.1,0.7,-0.087,-0.213,0.008
 Toto-2.0-2.5B,Chronos-2,0.4,0.1,0.7,-0.07,-0.144,-0.003
 Toto-2.0-2.5B,LightGBM,0.3,0.098,0.6,-0.096,-0.268,0.079
-Toto-2.0-2.5B,CatBoost,0.3,0.098,0.6,-0.092,-0.257,0.07
 Toto-2.0-2.5B,TabPFN-TS-3,0.4,0.1,0.7,-0.027,-0.123,0.066
+Toto-2.0-2.5B,CatBoost,0.3,0.098,0.6,-0.092,-0.257,0.07
 Toto-2.0-2.5B,TabPFN-TS,0.5,0.2,0.8,-0.115,-0.242,-0.01
 Toto-2.0-2.5B,FlowState,0.5,0.2,0.8,-0.013,-0.162,0.119
 Toto-2.0-2.5B,citras-fm,0.4,0.1,0.7,-0.085,-0.185,-0.003
 Toto-2.0-2.5B,TiRex,0.4,0.1,0.7,-0.081,-0.175,0.003
+Toto-2.0-2.5B,TS-ICL,0.4,0.1,0.7,-0.072,-0.178,0.001
+Toto-2.0-2.5B,Toto-2.0-313m,0.5,0.2,0.8,-0.002,-0.056,0.05
 Toto-2.0-2.5B,Moirai-2.0,0.4,0.1,0.7,-0.102,-0.223,0.001
 Toto-2.0-2.5B,Toto-2.0-2.5B,0.5,0.5,0.5,0.0,0.0,0.0
-Toto-2.0-2.5B,Toto-2.0-313m,0.5,0.2,0.8,-0.002,-0.056,0.05
 Toto-2.0-2.5B,Toto-2.0-22m,0.6,0.3,0.9,-0.005,-0.046,0.029
-Toto-2.0-2.5B,Toto-2.0-1B,0.8,0.5,1.0,0.013,-0.014,0.046
 Toto-2.0-2.5B,Chronos-Bolt,0.6,0.3,0.9,-0.043,-0.145,0.039
 Toto-2.0-2.5B,Seasonal Naive,0.8,0.6,1.0,0.27,0.097,0.424
-Toto-2.0-313m,TiRex-2,0.3,0.098,0.6,-0.12,-0.231,-0.032
-Toto-2.0-313m,TimesFM-2.5,0.4,0.1,0.7,-0.086,-0.182,-0.006
-Toto-2.0-313m,Chronos-2,0.4,0.1,0.7,-0.068,-0.19,0.022
-Toto-2.0-313m,LightGBM,0.3,0.098,0.6,-0.094,-0.268,0.085
-Toto-2.0-313m,CatBoost,0.3,0.098,0.6,-0.09,-0.27,0.077
-Toto-2.0-313m,TabPFN-TS-3,0.3,0.0,0.6,-0.026,-0.138,0.082
-Toto-2.0-313m,TabPFN-TS,0.5,0.2,0.8,-0.113,-0.282,0.005
-Toto-2.0-313m,FlowState,0.5,0.2,0.8,-0.011,-0.155,0.126
-Toto-2.0-313m,citras-fm,0.6,0.3,0.9,-0.084,-0.23,0.025
-Toto-2.0-313m,TiRex,0.5,0.2,0.8,-0.079,-0.199,0.012
-Toto-2.0-313m,Moirai-2.0,0.4,0.1,0.7,-0.101,-0.229,0.01
-Toto-2.0-313m,Toto-2.0-2.5B,0.5,0.2,0.8,0.001,-0.052,0.053
-Toto-2.0-313m,Toto-2.0-313m,0.5,0.5,0.5,0.0,0.0,0.0
-Toto-2.0-313m,Toto-2.0-22m,0.6,0.3,0.9,-0.003,-0.054,0.033
-Toto-2.0-313m,Toto-2.0-1B,0.5,0.2,0.8,0.015,-0.01,0.046
-Toto-2.0-313m,Chronos-Bolt,0.7,0.4,1.0,-0.042,-0.144,0.049
-Toto-2.0-313m,Seasonal Naive,0.8,0.6,1.0,0.271,0.114,0.434
 Toto-2.0-22m,TiRex-2,0.2,0.0,0.5,-0.116,-0.187,-0.044
 Toto-2.0-22m,TimesFM-2.5,0.4,0.1,0.7,-0.082,-0.189,0.002
 Toto-2.0-22m,Chronos-2,0.2,0.0,0.4,-0.065,-0.153,0.014
 Toto-2.0-22m,LightGBM,0.3,0.098,0.6,-0.091,-0.235,0.073
-Toto-2.0-22m,CatBoost,0.3,0.098,0.6,-0.087,-0.228,0.066
 Toto-2.0-22m,TabPFN-TS-3,0.3,0.0,0.6,-0.023,-0.129,0.085
+Toto-2.0-22m,CatBoost,0.3,0.098,0.6,-0.087,-0.228,0.066
 Toto-2.0-22m,TabPFN-TS,0.4,0.1,0.7,-0.11,-0.231,-0.001
 Toto-2.0-22m,FlowState,0.5,0.2,0.8,-0.008,-0.157,0.127
 Toto-2.0-22m,citras-fm,0.5,0.2,0.8,-0.08,-0.191,0.012
 Toto-2.0-22m,TiRex,0.5,0.2,0.8,-0.076,-0.169,0.006
+Toto-2.0-22m,TS-ICL,0.5,0.2,0.8,-0.067,-0.174,0.013
+Toto-2.0-22m,Toto-2.0-313m,0.4,0.1,0.7,0.003,-0.034,0.051
 Toto-2.0-22m,Moirai-2.0,0.5,0.2,0.8,-0.097,-0.209,0.002
 Toto-2.0-22m,Toto-2.0-2.5B,0.4,0.1,0.7,0.005,-0.03,0.044
-Toto-2.0-22m,Toto-2.0-313m,0.4,0.1,0.7,0.003,-0.034,0.051
 Toto-2.0-22m,Toto-2.0-22m,0.5,0.5,0.5,0.0,0.0,0.0
-Toto-2.0-22m,Toto-2.0-1B,0.6,0.3,0.9,0.018,-0.019,0.059
 Toto-2.0-22m,Chronos-Bolt,0.5,0.2,0.8,-0.038,-0.146,0.054
 Toto-2.0-22m,Seasonal Naive,0.8,0.6,1.0,0.274,0.095,0.44
-Toto-2.0-1B,TiRex-2,0.3,0.098,0.6,-0.136,-0.234,-0.047
-Toto-2.0-1B,TimesFM-2.5,0.3,0.0,0.6,-0.102,-0.213,-0.014
-Toto-2.0-1B,Chronos-2,0.4,0.1,0.7,-0.084,-0.188,-0.005
-Toto-2.0-1B,LightGBM,0.3,0.098,0.6,-0.11,-0.283,0.078
-Toto-2.0-1B,CatBoost,0.3,0.098,0.6,-0.106,-0.277,0.068
-Toto-2.0-1B,TabPFN-TS-3,0.4,0.1,0.7,-0.041,-0.139,0.055
-Toto-2.0-1B,TabPFN-TS,0.4,0.1,0.7,-0.13,-0.292,-0.015
-Toto-2.0-1B,FlowState,0.5,0.2,0.8,-0.026,-0.169,0.103
-Toto-2.0-1B,citras-fm,0.5,0.2,0.8,-0.1,-0.233,0.001
-Toto-2.0-1B,TiRex,0.4,0.1,0.7,-0.095,-0.202,-0.004
-Toto-2.0-1B,Moirai-2.0,0.4,0.1,0.7,-0.117,-0.246,-0.003
-Toto-2.0-1B,Toto-2.0-2.5B,0.2,0.0,0.5,-0.013,-0.048,0.014
-Toto-2.0-1B,Toto-2.0-313m,0.5,0.2,0.8,-0.015,-0.048,0.01
-Toto-2.0-1B,Toto-2.0-22m,0.4,0.1,0.7,-0.018,-0.063,0.019
-Toto-2.0-1B,Toto-2.0-1B,0.5,0.5,0.5,0.0,0.0,0.0
-Toto-2.0-1B,Chronos-Bolt,0.6,0.3,0.9,-0.057,-0.153,0.026
-Toto-2.0-1B,Seasonal Naive,0.8,0.6,1.0,0.261,0.1,0.412
 Chronos-Bolt,TiRex-2,0.2,0.0,0.4,-0.075,-0.151,-0.005
 Chronos-Bolt,TimesFM-2.5,0.2,0.0,0.4,-0.042,-0.127,0.025
 Chronos-Bolt,Chronos-2,0.2,0.0,0.4,-0.026,-0.087,0.038
 Chronos-Bolt,LightGBM,0.4,0.1,0.7,-0.05,-0.201,0.106
-Chronos-Bolt,CatBoost,0.4,0.1,0.7,-0.047,-0.186,0.103
 Chronos-Bolt,TabPFN-TS-3,0.4,0.1,0.7,0.015,-0.029,0.063
+Chronos-Bolt,CatBoost,0.4,0.1,0.7,-0.047,-0.186,0.103
 Chronos-Bolt,TabPFN-TS,0.4,0.1,0.7,-0.069,-0.169,0.002
 Chronos-Bolt,FlowState,0.3,0.098,0.6,0.029,-0.055,0.107
 Chronos-Bolt,citras-fm,0.4,0.1,0.7,-0.04,-0.129,0.051
 Chronos-Bolt,TiRex,0.3,0.1,0.6,-0.036,-0.092,0.013
+Chronos-Bolt,TS-ICL,0.3,0.1,0.6,-0.027,-0.129,0.058
+Chronos-Bolt,Toto-2.0-313m,0.3,0.0,0.6,0.04,-0.052,0.126
 Chronos-Bolt,Moirai-2.0,0.25,0.0,0.55,-0.057,-0.125,-0.003
 Chronos-Bolt,Toto-2.0-2.5B,0.4,0.1,0.7,0.041,-0.04,0.127
-Chronos-Bolt,Toto-2.0-313m,0.3,0.0,0.6,0.04,-0.052,0.126
 Chronos-Bolt,Toto-2.0-22m,0.5,0.2,0.8,0.037,-0.057,0.127
-Chronos-Bolt,Toto-2.0-1B,0.4,0.1,0.7,0.054,-0.027,0.133
 Chronos-Bolt,Chronos-Bolt,0.5,0.5,0.5,0.0,0.0,0.0
 Chronos-Bolt,Seasonal Naive,1.0,1.0,1.0,0.3,0.183,0.423
 Seasonal Naive,TiRex-2,0.0,0.0,0.0,-0.536,-0.978,-0.25
 Seasonal Naive,TimesFM-2.5,0.0,0.0,0.0,-0.49,-0.893,-0.257
 Seasonal Naive,Chronos-2,0.1,0.0,0.3,-0.466,-0.835,-0.204
 Seasonal Naive,LightGBM,0.2,0.0,0.5,-0.501,-1.017,-0.14
-Seasonal Naive,CatBoost,0.2,0.0,0.5,-0.496,-0.991,-0.143
 Seasonal Naive,TabPFN-TS-3,0.0,0.0,0.0,-0.408,-0.661,-0.214
+Seasonal Naive,CatBoost,0.2,0.0,0.5,-0.496,-0.991,-0.143
 Seasonal Naive,TabPFN-TS,0.0,0.0,0.0,-0.528,-0.922,-0.241
 Seasonal Naive,FlowState,0.1,0.0,0.3,-0.388,-0.61,-0.22
 Seasonal Naive,citras-fm,0.1,0.0,0.3,-0.487,-0.927,-0.187
 Seasonal Naive,TiRex,0.0,0.0,0.0,-0.481,-0.865,-0.226
+Seasonal Naive,TS-ICL,0.1,0.0,0.3,-0.468,-0.898,-0.165
+Seasonal Naive,Toto-2.0-313m,0.2,0.0,0.4,-0.372,-0.767,-0.129
 Seasonal Naive,Moirai-2.0,0.0,0.0,0.0,-0.51,-0.93,-0.255
 Seasonal Naive,Toto-2.0-2.5B,0.2,0.0,0.4,-0.37,-0.735,-0.107
-Seasonal Naive,Toto-2.0-313m,0.2,0.0,0.4,-0.372,-0.767,-0.129
 Seasonal Naive,Toto-2.0-22m,0.2,0.0,0.4,-0.377,-0.787,-0.105
-Seasonal Naive,Toto-2.0-1B,0.2,0.0,0.4,-0.352,-0.7,-0.111
 Seasonal Naive,Chronos-Bolt,0.0,0.0,0.0,-0.429,-0.732,-0.224
 Seasonal Naive,Seasonal Naive,0.5,0.5,0.5,0.0,0.0,0.0

tables/domain_health/pairwise_SQL.csv

@@ -4,254 +4,254 @@ TiRex-2,Chronos-2,0.7,0.4,1.0,0.022,-0.01,0.059
 TiRex-2,TimesFM-2.5,0.7,0.4,0.902,0.022,-0.04,0.096
 TiRex-2,Toto-2.0-313m,0.6,0.3,0.9,0.085,0.014,0.154
 TiRex-2,Toto-2.0-2.5B,0.7,0.4,1.0,0.088,0.023,0.15
-TiRex-2,citras-fm,0.6,0.3,0.9,0.025,-0.026,0.083
 TiRex-2,TabPFN-TS,0.8,0.5,1.0,0.026,-0.001,0.06
-TiRex-2,Moirai-2.0,0.7,0.4,0.9,0.012,-0.031,0.053
 TiRex-2,TabPFN-TS-3,0.8,0.5,1.0,0.084,0.022,0.151
+TiRex-2,citras-fm,0.6,0.3,0.9,0.025,-0.026,0.083
 TiRex-2,TiRex,0.9,0.7,1.0,0.04,0.008,0.069
-TiRex-2,Toto-2.0-1B,0.8,0.5,1.0,0.099,0.03,0.163
+TiRex-2,TS-ICL,0.8,0.5,1.0,0.043,-0.005,0.087
+TiRex-2,Moirai-2.0,0.7,0.4,0.9,0.012,-0.031,0.053
 TiRex-2,Toto-1.0,0.7,0.4,0.902,0.026,-0.023,0.077
+TiRex-2,Toto-2.0-1B,0.8,0.5,1.0,0.099,0.03,0.163
 TiRex-2,Toto-2.0-22m,0.8,0.5,1.0,0.086,0.02,0.144
 TiRex-2,Chronos-Bolt,0.8,0.6,1.0,0.046,-0.007,0.098
-TiRex-2,FlowState,0.8,0.6,1.0,0.099,0.005,0.182
 TiRex-2,Seasonal Naive,1.0,1.0,1.0,0.394,0.256,0.521
 Chronos-2,TiRex-2,0.3,0.0,0.6,-0.022,-0.062,0.01
 Chronos-2,Chronos-2,0.5,0.5,0.5,0.0,0.0,0.0
 Chronos-2,TimesFM-2.5,0.5,0.2,0.8,0.001,-0.091,0.094
 Chronos-2,Toto-2.0-313m,0.7,0.4,0.902,0.065,-0.023,0.154
 Chronos-2,Toto-2.0-2.5B,0.6,0.3,0.9,0.068,-0.001,0.133
-Chronos-2,citras-fm,0.6,0.3,0.9,0.003,-0.037,0.043
 Chronos-2,TabPFN-TS,0.8,0.5,1.0,0.005,-0.032,0.03
-Chronos-2,Moirai-2.0,0.7,0.4,0.9,-0.01,-0.086,0.045
 Chronos-2,TabPFN-TS-3,0.7,0.4,0.9,0.064,0.009,0.119
+Chronos-2,citras-fm,0.6,0.3,0.9,0.003,-0.037,0.043
 Chronos-2,TiRex,0.7,0.4,0.9,0.019,-0.022,0.054
-Chronos-2,Toto-2.0-1B,0.6,0.3,0.9,0.079,0.002,0.157
+Chronos-2,TS-ICL,0.8,0.5,1.0,0.021,-0.013,0.058
+Chronos-2,Moirai-2.0,0.7,0.4,0.9,-0.01,-0.086,0.045
 Chronos-2,Toto-1.0,0.8,0.598,1.0,0.005,-0.053,0.052
+Chronos-2,Toto-2.0-1B,0.6,0.3,0.9,0.079,0.002,0.157
 Chronos-2,Toto-2.0-22m,0.8,0.6,1.0,0.066,-0.016,0.142
 Chronos-2,Chronos-Bolt,0.8,0.6,1.0,0.025,-0.035,0.08
-Chronos-2,FlowState,0.6,0.3,0.9,0.079,-0.021,0.16
 Chronos-2,Seasonal Naive,1.0,1.0,1.0,0.381,0.242,0.504
 TimesFM-2.5,TiRex-2,0.3,0.098,0.6,-0.023,-0.106,0.039
 TimesFM-2.5,Chronos-2,0.5,0.2,0.8,-0.001,-0.104,0.084
 TimesFM-2.5,TimesFM-2.5,0.5,0.5,0.5,0.0,0.0,0.0
 TimesFM-2.5,Toto-2.0-313m,0.6,0.3,0.9,0.064,-0.006,0.141
 TimesFM-2.5,Toto-2.0-2.5B,0.6,0.3,0.9,0.068,-0.024,0.165
-TimesFM-2.5,citras-fm,0.6,0.3,0.9,0.003,-0.116,0.114
 TimesFM-2.5,TabPFN-TS,0.7,0.4,1.0,0.004,-0.096,0.075
-TimesFM-2.5,Moirai-2.0,0.7,0.4,0.9,-0.011,-0.085,0.035
 TimesFM-2.5,TabPFN-TS-3,0.6,0.3,0.9,0.063,-0.014,0.15
+TimesFM-2.5,citras-fm,0.6,0.3,0.9,0.003,-0.116,0.114
 TimesFM-2.5,TiRex,0.7,0.4,0.9,0.018,-0.05,0.072
-TimesFM-2.5,Toto-2.0-1B,0.7,0.4,1.0,0.078,0.004,0.156
+TimesFM-2.5,TS-ICL,0.6,0.3,0.9,0.021,-0.102,0.114
+TimesFM-2.5,Moirai-2.0,0.7,0.4,0.9,-0.011,-0.085,0.035
 TimesFM-2.5,Toto-1.0,0.6,0.3,0.9,0.004,-0.105,0.104
+TimesFM-2.5,Toto-2.0-1B,0.7,0.4,1.0,0.078,0.004,0.156
 TimesFM-2.5,Toto-2.0-22m,0.5,0.2,0.8,0.065,-0.012,0.149
 TimesFM-2.5,Chronos-Bolt,0.7,0.4,1.0,0.024,-0.032,0.08
-TimesFM-2.5,FlowState,0.7,0.4,1.0,0.078,0.001,0.158
 TimesFM-2.5,Seasonal Naive,1.0,1.0,1.0,0.38,0.264,0.511
 Toto-2.0-313m,TiRex-2,0.4,0.1,0.7,-0.093,-0.182,-0.014
 Toto-2.0-313m,Chronos-2,0.3,0.098,0.6,-0.07,-0.182,0.022
 Toto-2.0-313m,TimesFM-2.5,0.4,0.1,0.7,-0.069,-0.164,0.006
 Toto-2.0-313m,Toto-2.0-313m,0.5,0.5,0.5,0.0,0.0,0.0
 Toto-2.0-313m,Toto-2.0-2.5B,0.5,0.2,0.8,0.003,-0.049,0.056
-Toto-2.0-313m,citras-fm,0.7,0.4,1.0,-0.066,-0.195,0.03
 Toto-2.0-313m,TabPFN-TS,0.5,0.2,0.8,-0.065,-0.175,0.032
-Toto-2.0-313m,Moirai-2.0,0.6,0.3,0.9,-0.08,-0.195,0.018
 Toto-2.0-313m,TabPFN-TS-3,0.4,0.1,0.7,-0.002,-0.106,0.105
+Toto-2.0-313m,citras-fm,0.7,0.4,1.0,-0.066,-0.195,0.03
 Toto-2.0-313m,TiRex,0.5,0.2,0.8,-0.05,-0.144,0.033
-Toto-2.0-313m,Toto-2.0-1B,0.5,0.2,0.8,0.015,-0.006,0.041
+Toto-2.0-313m,TS-ICL,0.6,0.3,0.9,-0.047,-0.171,0.034
+Toto-2.0-313m,Moirai-2.0,0.6,0.3,0.9,-0.08,-0.195,0.018
 Toto-2.0-313m,Toto-1.0,0.4,0.1,0.7,-0.065,-0.178,0.016
+Toto-2.0-313m,Toto-2.0-1B,0.5,0.2,0.8,0.015,-0.006,0.041
 Toto-2.0-313m,Toto-2.0-22m,0.7,0.4,1.0,0.001,-0.037,0.027
 Toto-2.0-313m,Chronos-Bolt,0.6,0.3,0.9,-0.043,-0.147,0.047
-Toto-2.0-313m,FlowState,0.5,0.2,0.8,0.015,-0.121,0.142
 Toto-2.0-313m,Seasonal Naive,0.9,0.7,1.0,0.338,0.182,0.488
 Toto-2.0-2.5B,TiRex-2,0.3,0.0,0.6,-0.097,-0.177,-0.023
 Toto-2.0-2.5B,Chronos-2,0.4,0.1,0.7,-0.073,-0.154,0.001
 Toto-2.0-2.5B,TimesFM-2.5,0.4,0.1,0.7,-0.072,-0.198,0.023
 Toto-2.0-2.5B,Toto-2.0-313m,0.5,0.2,0.8,-0.003,-0.059,0.046
 Toto-2.0-2.5B,Toto-2.0-2.5B,0.5,0.5,0.5,0.0,0.0,0.0
-Toto-2.0-2.5B,citras-fm,0.5,0.2,0.8,-0.07,-0.157,0.004
 Toto-2.0-2.5B,TabPFN-TS,0.5,0.2,0.8,-0.068,-0.169,0.018
-Toto-2.0-2.5B,Moirai-2.0,0.5,0.2,0.8,-0.084,-0.205,0.013
 Toto-2.0-2.5B,TabPFN-TS-3,0.5,0.2,0.8,-0.005,-0.107,0.091
+Toto-2.0-2.5B,citras-fm,0.5,0.2,0.8,-0.07,-0.157,0.004
 Toto-2.0-2.5B,TiRex,0.6,0.3,0.9,-0.053,-0.145,0.024
-Toto-2.0-2.5B,Toto-2.0-1B,0.7,0.4,0.9,0.011,-0.022,0.045
+Toto-2.0-2.5B,TS-ICL,0.5,0.2,0.8,-0.05,-0.14,0.019
+Toto-2.0-2.5B,Moirai-2.0,0.5,0.2,0.8,-0.084,-0.205,0.013
 Toto-2.0-2.5B,Toto-1.0,0.4,0.1,0.7,-0.068,-0.141,0.001
+Toto-2.0-2.5B,Toto-2.0-1B,0.7,0.4,0.9,0.011,-0.022,0.045
 Toto-2.0-2.5B,Toto-2.0-22m,0.6,0.3,0.9,-0.002,-0.046,0.032
 Toto-2.0-2.5B,Chronos-Bolt,0.6,0.3,0.9,-0.047,-0.159,0.041
-Toto-2.0-2.5B,FlowState,0.6,0.3,0.9,0.011,-0.142,0.135
 Toto-2.0-2.5B,Seasonal Naive,0.8,0.6,1.0,0.335,0.163,0.479
-citras-fm,TiRex-2,0.4,0.1,0.7,-0.026,-0.091,0.026
-citras-fm,Chronos-2,0.4,0.1,0.7,-0.003,-0.045,0.036
-citras-fm,TimesFM-2.5,0.4,0.1,0.7,-0.003,-0.128,0.104
-citras-fm,Toto-2.0-313m,0.3,0.0,0.6,0.062,-0.03,0.163
-citras-fm,Toto-2.0-2.5B,0.5,0.2,0.8,0.065,-0.004,0.136
-citras-fm,citras-fm,0.5,0.5,0.5,0.0,0.0,0.0
-citras-fm,TabPFN-TS,0.5,0.2,0.8,0.001,-0.074,0.06
-citras-fm,Moirai-2.0,0.5,0.2,0.8,-0.013,-0.112,0.054
-citras-fm,TabPFN-TS-3,0.6,0.3,0.9,0.061,-0.026,0.146
-citras-fm,TiRex,0.6,0.3,0.9,0.015,-0.051,0.069
-citras-fm,Toto-2.0-1B,0.4,0.1,0.7,0.076,-0.007,0.165
-citras-fm,Toto-1.0,0.7,0.4,1.0,0.002,-0.044,0.043
-citras-fm,Toto-2.0-22m,0.5,0.2,0.8,0.063,-0.016,0.142
-citras-fm,Chronos-Bolt,0.5,0.2,0.8,0.022,-0.07,0.093
-citras-fm,FlowState,0.7,0.4,1.0,0.076,-0.058,0.182
-citras-fm,Seasonal Naive,0.9,0.7,1.0,0.379,0.212,0.52
 TabPFN-TS,TiRex-2,0.2,0.0,0.5,-0.027,-0.064,0.001
 TabPFN-TS,Chronos-2,0.2,0.0,0.5,-0.005,-0.031,0.031
 TabPFN-TS,TimesFM-2.5,0.3,0.0,0.6,-0.004,-0.081,0.087
 TabPFN-TS,Toto-2.0-313m,0.5,0.2,0.8,0.061,-0.033,0.149
 TabPFN-TS,Toto-2.0-2.5B,0.5,0.2,0.8,0.064,-0.018,0.144
-TabPFN-TS,citras-fm,0.5,0.2,0.8,-0.001,-0.064,0.069
 TabPFN-TS,TabPFN-TS,0.5,0.5,0.5,0.0,0.0,0.0
-TabPFN-TS,Moirai-2.0,0.6,0.3,0.9,-0.015,-0.077,0.034
 TabPFN-TS,TabPFN-TS-3,0.5,0.2,0.8,0.059,0.004,0.112
+TabPFN-TS,citras-fm,0.5,0.2,0.8,-0.001,-0.064,0.069
 TabPFN-TS,TiRex,0.5,0.2,0.8,0.014,-0.023,0.052
-TabPFN-TS,Toto-2.0-1B,0.5,0.2,0.8,0.075,-0.01,0.157
+TabPFN-TS,TS-ICL,0.5,0.2,0.8,0.017,-0.023,0.059
+TabPFN-TS,Moirai-2.0,0.6,0.3,0.9,-0.015,-0.077,0.034
 TabPFN-TS,Toto-1.0,0.5,0.2,0.8,0.0,-0.071,0.059
+TabPFN-TS,Toto-2.0-1B,0.5,0.2,0.8,0.075,-0.01,0.157
 TabPFN-TS,Toto-2.0-22m,0.6,0.3,0.9,0.062,-0.032,0.135
 TabPFN-TS,Chronos-Bolt,0.7,0.4,0.9,0.02,-0.025,0.07
-TabPFN-TS,FlowState,0.6,0.3,0.9,0.075,-0.015,0.159
 TabPFN-TS,Seasonal Naive,1.0,1.0,1.0,0.378,0.247,0.498
-Moirai-2.0,TiRex-2,0.3,0.1,0.6,-0.012,-0.056,0.03
-Moirai-2.0,Chronos-2,0.3,0.1,0.6,0.01,-0.047,0.079
-Moirai-2.0,TimesFM-2.5,0.3,0.1,0.6,0.011,-0.036,0.078
-Moirai-2.0,Toto-2.0-313m,0.4,0.1,0.7,0.074,-0.018,0.163
-Moirai-2.0,Toto-2.0-2.5B,0.5,0.2,0.8,0.077,-0.013,0.17
-Moirai-2.0,citras-fm,0.5,0.2,0.8,0.013,-0.057,0.101
-Moirai-2.0,TabPFN-TS,0.4,0.1,0.7,0.014,-0.035,0.072
-Moirai-2.0,Moirai-2.0,0.5,0.5,0.5,0.0,0.0,0.0
-Moirai-2.0,TabPFN-TS-3,0.5,0.2,0.8,0.073,0.004,0.162
-Moirai-2.0,TiRex,0.5,0.2,0.8,0.028,-0.009,0.068
-Moirai-2.0,Toto-2.0-1B,0.5,0.2,0.8,0.088,-0.004,0.174
-Moirai-2.0,Toto-1.0,0.6,0.3,0.9,0.015,-0.052,0.084
-Moirai-2.0,Toto-2.0-22m,0.4,0.1,0.7,0.075,-0.01,0.156
-Moirai-2.0,Chronos-Bolt,0.65,0.35,0.9,0.035,-0.011,0.083
-Moirai-2.0,FlowState,0.8,0.5,1.0,0.088,-0.002,0.175
-Moirai-2.0,Seasonal Naive,1.0,1.0,1.0,0.387,0.253,0.522
 TabPFN-TS-3,TiRex-2,0.2,0.0,0.5,-0.092,-0.178,-0.023
 TabPFN-TS-3,Chronos-2,0.3,0.1,0.6,-0.068,-0.135,-0.009
 TabPFN-TS-3,TimesFM-2.5,0.4,0.1,0.7,-0.067,-0.177,0.013
 TabPFN-TS-3,Toto-2.0-313m,0.6,0.3,0.9,0.002,-0.117,0.096
 TabPFN-TS-3,Toto-2.0-2.5B,0.5,0.2,0.8,0.005,-0.1,0.097
-TabPFN-TS-3,citras-fm,0.4,0.1,0.7,-0.065,-0.171,0.025
 TabPFN-TS-3,TabPFN-TS,0.5,0.2,0.8,-0.063,-0.126,-0.004
-TabPFN-TS-3,Moirai-2.0,0.5,0.2,0.8,-0.079,-0.194,-0.004
 TabPFN-TS-3,TabPFN-TS-3,0.5,0.5,0.5,0.0,0.0,0.0
+TabPFN-TS-3,citras-fm,0.4,0.1,0.7,-0.065,-0.171,0.025
 TabPFN-TS-3,TiRex,0.4,0.1,0.7,-0.048,-0.121,-0.001
-TabPFN-TS-3,Toto-2.0-1B,0.5,0.2,0.8,0.016,-0.087,0.104
+TabPFN-TS-3,TS-ICL,0.6,0.3,0.9,-0.045,-0.134,0.031
+TabPFN-TS-3,Moirai-2.0,0.5,0.2,0.8,-0.079,-0.194,-0.004
 TabPFN-TS-3,Toto-1.0,0.6,0.3,0.9,-0.063,-0.191,0.029
+TabPFN-TS-3,Toto-2.0-1B,0.5,0.2,0.8,0.016,-0.087,0.104
 TabPFN-TS-3,Toto-2.0-22m,0.6,0.3,0.9,0.002,-0.12,0.097
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 TabPFN-TS-3,Seasonal Naive,1.0,1.0,1.0,0.339,0.227,0.44
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 TiRex,Chronos-2,0.3,0.1,0.6,-0.019,-0.057,0.021
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 TiRex,TabPFN-TS-3,0.6,0.3,0.9,0.046,0.001,0.108
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 TiRex,TiRex,0.5,0.5,0.5,0.0,0.0,0.0
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 TiRex,Toto-1.0,0.7,0.4,0.902,-0.014,-0.082,0.044
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 TiRex,Toto-2.0-22m,0.5,0.2,0.8,0.048,-0.028,0.12
 TiRex,Chronos-Bolt,0.7,0.4,0.9,0.006,-0.035,0.045
-TiRex,FlowState,0.6,0.3,0.9,0.062,-0.016,0.132
 TiRex,Seasonal Naive,1.0,1.0,1.0,0.369,0.24,0.497
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-Toto-2.0-1B,Toto-2.0-1B,0.5,0.5,0.5,0.0,0.0,0.0
-Toto-2.0-1B,Toto-1.0,0.4,0.1,0.7,-0.08,-0.177,0.0
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-Toto-2.0-1B,FlowState,0.5,0.2,0.8,0.0,-0.137,0.124
-Toto-2.0-1B,Seasonal Naive,0.8,0.6,1.0,0.328,0.168,0.472
+TS-ICL,TiRex-2,0.2,0.0,0.5,-0.044,-0.096,0.005
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+TS-ICL,TabPFN-TS,0.5,0.2,0.8,-0.017,-0.063,0.023
+TS-ICL,TabPFN-TS-3,0.4,0.1,0.7,0.043,-0.032,0.118
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+Moirai-2.0,Toto-2.0-22m,0.4,0.1,0.7,0.075,-0.01,0.156
+Moirai-2.0,Chronos-Bolt,0.65,0.35,0.9,0.035,-0.011,0.083
+Moirai-2.0,Seasonal Naive,1.0,1.0,1.0,0.387,0.253,0.522
 Toto-1.0,TiRex-2,0.3,0.098,0.6,-0.027,-0.084,0.022
 Toto-1.0,Chronos-2,0.2,0.0,0.402,-0.005,-0.054,0.05
 Toto-1.0,TimesFM-2.5,0.4,0.1,0.7,-0.004,-0.116,0.095
 Toto-1.0,Toto-2.0-313m,0.6,0.3,0.9,0.061,-0.016,0.151
 Toto-1.0,Toto-2.0-2.5B,0.6,0.3,0.9,0.064,-0.001,0.124
-Toto-1.0,citras-fm,0.3,0.0,0.6,-0.002,-0.045,0.042
 Toto-1.0,TabPFN-TS,0.5,0.2,0.8,-0.0,-0.063,0.066
-Toto-1.0,Moirai-2.0,0.4,0.1,0.7,-0.015,-0.092,0.049
 Toto-1.0,TabPFN-TS-3,0.4,0.1,0.7,0.059,-0.03,0.161
+Toto-1.0,citras-fm,0.3,0.0,0.6,-0.002,-0.045,0.042
 Toto-1.0,TiRex,0.3,0.098,0.6,0.014,-0.046,0.076
-Toto-1.0,Toto-2.0-1B,0.6,0.3,0.9,0.074,-0.0,0.151
+Toto-1.0,TS-ICL,0.4,0.1,0.7,0.017,-0.023,0.061
+Toto-1.0,Moirai-2.0,0.4,0.1,0.7,-0.015,-0.092,0.049
 Toto-1.0,Toto-1.0,0.5,0.5,0.5,0.0,0.0,0.0
+Toto-1.0,Toto-2.0-1B,0.6,0.3,0.9,0.074,-0.0,0.151
 Toto-1.0,Toto-2.0-22m,0.6,0.3,0.9,0.061,-0.006,0.123
 Toto-1.0,Chronos-Bolt,0.5,0.2,0.8,0.02,-0.06,0.091
-Toto-1.0,FlowState,0.4,0.1,0.7,0.075,-0.06,0.197
 Toto-1.0,Seasonal Naive,1.0,1.0,1.0,0.378,0.214,0.526
+Toto-2.0-1B,TiRex-2,0.2,0.0,0.5,-0.11,-0.195,-0.031
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+Toto-2.0-1B,Chronos-Bolt,0.6,0.3,0.9,-0.059,-0.158,0.025
+Toto-2.0-1B,Seasonal Naive,0.8,0.6,1.0,0.328,0.168,0.472
 Toto-2.0-22m,TiRex-2,0.2,0.0,0.5,-0.094,-0.168,-0.021
 Toto-2.0-22m,Chronos-2,0.2,0.0,0.4,-0.071,-0.166,0.015
 Toto-2.0-22m,TimesFM-2.5,0.5,0.2,0.8,-0.07,-0.175,0.011
 Toto-2.0-22m,Toto-2.0-313m,0.3,0.0,0.6,-0.001,-0.028,0.036
 Toto-2.0-22m,Toto-2.0-2.5B,0.4,0.1,0.7,0.002,-0.033,0.044
-Toto-2.0-22m,citras-fm,0.5,0.2,0.8,-0.067,-0.165,0.016
 Toto-2.0-22m,TabPFN-TS,0.4,0.1,0.7,-0.066,-0.156,0.031
-Toto-2.0-22m,Moirai-2.0,0.6,0.3,0.9,-0.081,-0.185,0.01
 Toto-2.0-22m,TabPFN-TS-3,0.4,0.1,0.7,-0.002,-0.107,0.107
+Toto-2.0-22m,citras-fm,0.5,0.2,0.8,-0.067,-0.165,0.016
 Toto-2.0-22m,TiRex,0.5,0.2,0.8,-0.051,-0.137,0.027
-Toto-2.0-22m,Toto-2.0-1B,0.5,0.2,0.8,0.014,-0.017,0.048
+Toto-2.0-22m,TS-ICL,0.5,0.2,0.8,-0.048,-0.138,0.03
+Toto-2.0-22m,Moirai-2.0,0.6,0.3,0.9,-0.081,-0.185,0.01
 Toto-2.0-22m,Toto-1.0,0.4,0.1,0.7,-0.065,-0.14,0.006
+Toto-2.0-22m,Toto-2.0-1B,0.5,0.2,0.8,0.014,-0.017,0.048
 Toto-2.0-22m,Toto-2.0-22m,0.5,0.5,0.5,0.0,0.0,0.0
 Toto-2.0-22m,Chronos-Bolt,0.5,0.2,0.8,-0.044,-0.148,0.046
-Toto-2.0-22m,FlowState,0.6,0.3,0.9,0.014,-0.129,0.14
 Toto-2.0-22m,Seasonal Naive,0.8,0.6,1.0,0.337,0.162,0.491
 Chronos-Bolt,TiRex-2,0.2,0.0,0.4,-0.048,-0.108,0.007
 Chronos-Bolt,Chronos-2,0.2,0.0,0.4,-0.026,-0.086,0.033
 Chronos-Bolt,TimesFM-2.5,0.3,0.0,0.6,-0.025,-0.087,0.031
 Chronos-Bolt,Toto-2.0-313m,0.4,0.1,0.7,0.041,-0.05,0.128
 Chronos-Bolt,Toto-2.0-2.5B,0.4,0.1,0.7,0.044,-0.043,0.137
-Chronos-Bolt,citras-fm,0.5,0.2,0.8,-0.022,-0.103,0.066
 Chronos-Bolt,TabPFN-TS,0.3,0.1,0.6,-0.021,-0.075,0.024
-Chronos-Bolt,Moirai-2.0,0.35,0.1,0.65,-0.036,-0.091,0.01
 Chronos-Bolt,TabPFN-TS-3,0.5,0.2,0.8,0.04,-0.011,0.095
+Chronos-Bolt,citras-fm,0.5,0.2,0.8,-0.022,-0.103,0.066
 Chronos-Bolt,TiRex,0.3,0.1,0.6,-0.006,-0.048,0.033
-Chronos-Bolt,Toto-2.0-1B,0.4,0.1,0.7,0.055,-0.026,0.136
+Chronos-Bolt,TS-ICL,0.4,0.1,0.7,-0.004,-0.081,0.065
+Chronos-Bolt,Moirai-2.0,0.35,0.1,0.65,-0.036,-0.091,0.01
 Chronos-Bolt,Toto-1.0,0.5,0.2,0.8,-0.021,-0.1,0.057
+Chronos-Bolt,Toto-2.0-1B,0.4,0.1,0.7,0.055,-0.026,0.136
 Chronos-Bolt,Toto-2.0-22m,0.5,0.2,0.8,0.042,-0.048,0.129
 Chronos-Bolt,Chronos-Bolt,0.5,0.5,0.5,0.0,0.0,0.0
-Chronos-Bolt,FlowState,0.8,0.5,1.0,0.055,-0.03,0.134
 Chronos-Bolt,Seasonal Naive,1.0,1.0,1.0,0.365,0.247,0.481
-FlowState,TiRex-2,0.2,0.0,0.4,-0.11,-0.222,-0.005
-FlowState,Chronos-2,0.4,0.1,0.7,-0.086,-0.191,0.02
-FlowState,TimesFM-2.5,0.3,0.0,0.6,-0.085,-0.187,-0.001
-FlowState,Toto-2.0-313m,0.5,0.2,0.8,-0.015,-0.165,0.108
-FlowState,Toto-2.0-2.5B,0.4,0.1,0.7,-0.012,-0.156,0.124
-FlowState,citras-fm,0.3,0.0,0.6,-0.082,-0.222,0.055
-FlowState,TabPFN-TS,0.4,0.1,0.7,-0.081,-0.189,0.015
-FlowState,Moirai-2.0,0.2,0.0,0.5,-0.097,-0.213,0.002
-FlowState,TabPFN-TS-3,0.4,0.1,0.7,-0.017,-0.083,0.046
-FlowState,TiRex,0.4,0.1,0.7,-0.066,-0.152,0.016
-FlowState,Toto-2.0-1B,0.5,0.2,0.8,-0.0,-0.142,0.121
-FlowState,Toto-1.0,0.6,0.3,0.9,-0.081,-0.245,0.057
-FlowState,Toto-2.0-22m,0.4,0.1,0.7,-0.014,-0.163,0.114
-FlowState,Chronos-Bolt,0.2,0.0,0.5,-0.059,-0.154,0.03
-FlowState,FlowState,0.5,0.5,0.5,0.0,0.0,0.0
-FlowState,Seasonal Naive,1.0,1.0,1.0,0.328,0.22,0.435
 Seasonal Naive,TiRex-2,0.0,0.0,0.0,-0.651,-1.086,-0.344
 Seasonal Naive,Chronos-2,0.0,0.0,0.0,-0.615,-1.015,-0.319
 Seasonal Naive,TimesFM-2.5,0.0,0.0,0.0,-0.614,-1.045,-0.359
 Seasonal Naive,Toto-2.0-313m,0.1,0.0,0.3,-0.51,-0.953,-0.223
 Seasonal Naive,Toto-2.0-2.5B,0.2,0.0,0.4,-0.505,-0.918,-0.195
-Seasonal Naive,citras-fm,0.1,0.0,0.3,-0.61,-1.083,-0.269
 Seasonal Naive,TabPFN-TS,0.0,0.0,0.0,-0.608,-0.992,-0.328
-Seasonal Naive,Moirai-2.0,0.0,0.0,0.0,-0.631,-1.091,-0.338
 Seasonal Naive,TabPFN-TS-3,0.0,0.0,0.0,-0.512,-0.787,-0.293
+Seasonal Naive,citras-fm,0.1,0.0,0.3,-0.61,-1.083,-0.269
 Seasonal Naive,TiRex,0.0,0.0,0.0,-0.585,-0.99,-0.316
-Seasonal Naive,Toto-2.0-1B,0.2,0.0,0.4,-0.488,-0.893,-0.202
+Seasonal Naive,TS-ICL,0.0,0.0,0.0,-0.581,-1.022,-0.258
+Seasonal Naive,Moirai-2.0,0.0,0.0,0.0,-0.631,-1.091,-0.338
 Seasonal Naive,Toto-1.0,0.0,0.0,0.0,-0.607,-1.108,-0.272
+Seasonal Naive,Toto-2.0-1B,0.2,0.0,0.4,-0.488,-0.893,-0.202
 Seasonal Naive,Toto-2.0-22m,0.2,0.0,0.4,-0.509,-0.966,-0.194
 Seasonal Naive,Chronos-Bolt,0.0,0.0,0.0,-0.575,-0.927,-0.328
-Seasonal Naive,FlowState,0.0,0.0,0.0,-0.488,-0.769,-0.282
 Seasonal Naive,Seasonal Naive,0.5,0.5,0.5,0.0,0.0,0.0

tables/domain_health/pairwise_WAPE.csv

@@ -4,16 +4,16 @@ TimesFM-2.5,TiRex-2,0.6,0.3,0.9,0.05,-0.037,0.153
 TimesFM-2.5,TabPFN-TS-3,0.4,0.1,0.7,0.043,-0.042,0.157
 TimesFM-2.5,Chronos-2,0.5,0.2,0.8,0.016,-0.108,0.137
 TimesFM-2.5,Toto-2.0-2.5B,0.6,0.3,0.9,0.084,-0.022,0.202
-TimesFM-2.5,citras-fm,0.6,0.3,0.9,0.01,-0.109,0.129
 TimesFM-2.5,TiRex,0.6,0.3,0.9,0.007,-0.063,0.073
+TimesFM-2.5,citras-fm,0.6,0.3,0.9,0.01,-0.109,0.129
+TimesFM-2.5,TS-ICL,0.6,0.3,0.9,0.025,-0.128,0.159
 TimesFM-2.5,Moirai-2.0,0.6,0.3,0.9,-0.02,-0.124,0.049
 TimesFM-2.5,FlowState,0.6,0.3,0.9,0.061,-0.057,0.195
 TimesFM-2.5,Toto-2.0-313m,0.5,0.2,0.8,0.092,-0.021,0.205
+TimesFM-2.5,Toto-2.0-22m,0.6,0.3,0.9,0.085,-0.01,0.182
 TimesFM-2.5,Toto-1.0,0.6,0.3,0.9,0.021,-0.095,0.138
 TimesFM-2.5,Toto-2.0-1B,0.6,0.3,0.9,0.1,-0.007,0.209
-TimesFM-2.5,Toto-2.0-22m,0.6,0.3,0.9,0.085,-0.01,0.182
 TimesFM-2.5,AutoETS,0.6,0.3,0.9,0.011,-0.166,0.152
-TimesFM-2.5,TabPFN-TS,0.6,0.3,0.9,0.015,-0.089,0.113
 TimesFM-2.5,Chronos-Bolt,0.8,0.6,1.0,0.059,-0.012,0.139
 TimesFM-2.5,Seasonal Naive,0.9,0.7,1.0,0.302,0.151,0.466
 TiRex-2,TimesFM-2.5,0.4,0.1,0.7,-0.052,-0.18,0.036
@@ -21,16 +21,16 @@ TiRex-2,TiRex-2,0.5,0.5,0.5,0.0,0.0,0.0
 TiRex-2,TabPFN-TS-3,0.4,0.1,0.7,-0.006,-0.116,0.104
 TiRex-2,Chronos-2,0.5,0.2,0.8,-0.036,-0.156,0.044
 TiRex-2,Toto-2.0-2.5B,0.6,0.3,0.9,0.037,0.003,0.073
-TiRex-2,citras-fm,0.6,0.3,0.9,-0.042,-0.137,0.019
 TiRex-2,TiRex,0.6,0.3,0.9,-0.045,-0.141,0.028
+TiRex-2,citras-fm,0.6,0.3,0.9,-0.042,-0.137,0.019
+TiRex-2,TS-ICL,0.7,0.4,1.0,-0.026,-0.175,0.068
 TiRex-2,Moirai-2.0,0.6,0.3,0.9,-0.073,-0.232,0.042
 TiRex-2,FlowState,0.5,0.2,0.8,0.012,-0.194,0.191
 TiRex-2,Toto-2.0-313m,0.6,0.3,0.9,0.045,-0.002,0.099
+TiRex-2,Toto-2.0-22m,0.6,0.3,0.9,0.038,-0.02,0.091
 TiRex-2,Toto-1.0,0.5,0.2,0.8,-0.03,-0.111,0.031
 TiRex-2,Toto-2.0-1B,0.7,0.4,0.902,0.053,0.016,0.093
-TiRex-2,Toto-2.0-22m,0.6,0.3,0.9,0.038,-0.02,0.091
 TiRex-2,AutoETS,0.7,0.4,1.0,-0.04,-0.265,0.136
-TiRex-2,TabPFN-TS,0.7,0.4,1.0,-0.036,-0.145,0.04
 TiRex-2,Chronos-Bolt,0.7,0.4,1.0,0.01,-0.111,0.117
 TiRex-2,Seasonal Naive,0.9,0.7,1.0,0.266,0.03,0.446
 TabPFN-TS-3,TimesFM-2.5,0.6,0.3,0.9,-0.045,-0.186,0.041
@@ -38,16 +38,16 @@ TabPFN-TS-3,TiRex-2,0.6,0.3,0.9,0.006,-0.116,0.104
 TabPFN-TS-3,TabPFN-TS-3,0.5,0.5,0.5,0.0,0.0,0.0
 TabPFN-TS-3,Chronos-2,0.5,0.2,0.8,-0.029,-0.128,0.059
 TabPFN-TS-3,Toto-2.0-2.5B,0.5,0.2,0.8,0.043,-0.069,0.141
-TabPFN-TS-3,citras-fm,0.5,0.2,0.8,-0.035,-0.131,0.053
 TabPFN-TS-3,TiRex,0.6,0.3,0.9,-0.038,-0.168,0.031
+TabPFN-TS-3,citras-fm,0.5,0.2,0.8,-0.035,-0.131,0.053
+TabPFN-TS-3,TS-ICL,0.6,0.3,0.9,-0.019,-0.135,0.079
 TabPFN-TS-3,Moirai-2.0,0.5,0.2,0.8,-0.066,-0.193,0.03
 TabPFN-TS-3,FlowState,0.7,0.4,1.0,0.018,-0.084,0.109
 TabPFN-TS-3,Toto-2.0-313m,0.6,0.3,0.9,0.051,-0.101,0.171
+TabPFN-TS-3,Toto-2.0-22m,0.7,0.4,0.9,0.044,-0.115,0.149
 TabPFN-TS-3,Toto-1.0,0.6,0.3,0.9,-0.024,-0.153,0.076
 TabPFN-TS-3,Toto-2.0-1B,0.5,0.2,0.8,0.059,-0.072,0.167
-TabPFN-TS-3,Toto-2.0-22m,0.7,0.4,0.9,0.044,-0.115,0.149
 TabPFN-TS-3,AutoETS,0.5,0.2,0.8,-0.034,-0.196,0.113
-TabPFN-TS-3,TabPFN-TS,0.5,0.2,0.8,-0.03,-0.11,0.034
 TabPFN-TS-3,Chronos-Bolt,0.6,0.3,0.9,0.016,-0.04,0.071
 TabPFN-TS-3,Seasonal Naive,0.9,0.7,1.0,0.271,0.109,0.406
 Chronos-2,TimesFM-2.5,0.5,0.2,0.8,-0.016,-0.159,0.097
@@ -55,16 +55,16 @@ Chronos-2,TiRex-2,0.5,0.2,0.8,0.034,-0.047,0.135
 Chronos-2,TabPFN-TS-3,0.5,0.2,0.8,0.028,-0.062,0.114
 Chronos-2,Chronos-2,0.5,0.5,0.5,0.0,0.0,0.0
 Chronos-2,Toto-2.0-2.5B,0.6,0.3,0.9,0.07,-0.016,0.158
-Chronos-2,citras-fm,0.5,0.2,0.8,-0.006,-0.054,0.035
 Chronos-2,TiRex,0.5,0.2,0.8,-0.009,-0.092,0.059
+Chronos-2,citras-fm,0.5,0.2,0.8,-0.006,-0.054,0.035
+Chronos-2,TS-ICL,0.6,0.3,0.9,0.009,-0.034,0.061
 Chronos-2,Moirai-2.0,0.4,0.1,0.7,-0.036,-0.144,0.052
 Chronos-2,FlowState,0.6,0.3,0.9,0.046,-0.141,0.185
 Chronos-2,Toto-2.0-313m,0.7,0.4,0.9,0.078,-0.034,0.196
+Chronos-2,Toto-2.0-22m,0.7,0.4,0.9,0.071,-0.036,0.181
 Chronos-2,Toto-1.0,0.5,0.2,0.8,0.005,-0.065,0.075
 Chronos-2,Toto-2.0-1B,0.5,0.2,0.8,0.086,-0.012,0.196
-Chronos-2,Toto-2.0-22m,0.7,0.4,0.9,0.071,-0.036,0.181
 Chronos-2,AutoETS,0.5,0.2,0.8,-0.005,-0.165,0.134
-Chronos-2,TabPFN-TS,0.7,0.4,0.9,-0.001,-0.035,0.025
 Chronos-2,Chronos-Bolt,0.6,0.3,0.9,0.044,-0.071,0.143
 Chronos-2,Seasonal Naive,0.8,0.6,1.0,0.291,0.052,0.471
 Toto-2.0-2.5B,TimesFM-2.5,0.4,0.1,0.7,-0.092,-0.253,0.021
@@ -72,67 +72,84 @@ Toto-2.0-2.5B,TiRex-2,0.4,0.1,0.7,-0.038,-0.079,-0.003
 Toto-2.0-2.5B,TabPFN-TS-3,0.5,0.2,0.8,-0.045,-0.164,0.065
 Toto-2.0-2.5B,Chronos-2,0.4,0.1,0.7,-0.075,-0.188,0.016
 Toto-2.0-2.5B,Toto-2.0-2.5B,0.5,0.5,0.5,0.0,0.0,0.0
-Toto-2.0-2.5B,citras-fm,0.4,0.1,0.7,-0.082,-0.173,-0.001
 Toto-2.0-2.5B,TiRex,0.5,0.2,0.8,-0.085,-0.194,0.009
+Toto-2.0-2.5B,citras-fm,0.4,0.1,0.7,-0.082,-0.173,-0.001
+Toto-2.0-2.5B,TS-ICL,0.6,0.3,0.9,-0.065,-0.214,0.037
 Toto-2.0-2.5B,Moirai-2.0,0.6,0.3,0.9,-0.114,-0.286,0.022
 Toto-2.0-2.5B,FlowState,0.6,0.3,0.9,-0.026,-0.249,0.151
 Toto-2.0-2.5B,Toto-2.0-313m,0.6,0.3,0.9,0.008,-0.043,0.054
+Toto-2.0-2.5B,Toto-2.0-22m,0.7,0.4,1.0,0.001,-0.076,0.055
 Toto-2.0-2.5B,Toto-1.0,0.4,0.1,0.7,-0.069,-0.145,-0.0
 Toto-2.0-2.5B,Toto-2.0-1B,0.8,0.5,1.0,0.017,-0.012,0.05
-Toto-2.0-2.5B,Toto-2.0-22m,0.7,0.4,1.0,0.001,-0.076,0.055
 Toto-2.0-2.5B,AutoETS,0.6,0.3,0.9,-0.08,-0.321,0.104
-Toto-2.0-2.5B,TabPFN-TS,0.6,0.3,0.9,-0.076,-0.183,0.012
 Toto-2.0-2.5B,Chronos-Bolt,0.7,0.4,1.0,-0.028,-0.167,0.084
 Toto-2.0-2.5B,Seasonal Naive,0.8,0.6,1.0,0.238,-0.014,0.419
-citras-fm,TimesFM-2.5,0.4,0.1,0.7,-0.01,-0.148,0.099
-citras-fm,TiRex-2,0.4,0.1,0.7,0.04,-0.019,0.12
-citras-fm,TabPFN-TS-3,0.5,0.2,0.8,0.034,-0.056,0.116
-citras-fm,Chronos-2,0.5,0.2,0.8,0.006,-0.037,0.051
-citras-fm,Toto-2.0-2.5B,0.6,0.3,0.9,0.075,0.001,0.148
-citras-fm,citras-fm,0.5,0.5,0.5,0.0,0.0,0.0
-citras-fm,TiRex,0.5,0.2,0.8,-0.003,-0.083,0.057
-citras-fm,Moirai-2.0,0.6,0.3,0.9,-0.03,-0.127,0.037
-citras-fm,FlowState,0.4,0.1,0.7,0.052,-0.137,0.196
-citras-fm,Toto-2.0-313m,0.6,0.3,0.9,0.083,-0.021,0.19
-citras-fm,Toto-1.0,0.6,0.3,0.9,0.011,-0.039,0.059
-citras-fm,Toto-2.0-1B,0.5,0.2,0.8,0.091,0.002,0.189
-citras-fm,Toto-2.0-22m,0.6,0.3,0.9,0.076,-0.024,0.175
-citras-fm,AutoETS,0.4,0.1,0.7,0.001,-0.163,0.144
-citras-fm,TabPFN-TS,0.6,0.3,0.9,0.005,-0.037,0.045
-citras-fm,Chronos-Bolt,0.7,0.4,0.9,0.049,-0.06,0.134
-citras-fm,Seasonal Naive,0.9,0.7,1.0,0.295,0.073,0.472
 TiRex,TimesFM-2.5,0.4,0.1,0.7,-0.007,-0.078,0.059
 TiRex,TiRex-2,0.4,0.1,0.7,0.043,-0.029,0.123
 TiRex,TabPFN-TS-3,0.4,0.1,0.7,0.037,-0.032,0.144
 TiRex,Chronos-2,0.5,0.2,0.8,0.009,-0.062,0.084
 TiRex,Toto-2.0-2.5B,0.5,0.2,0.8,0.078,-0.009,0.162
-TiRex,citras-fm,0.5,0.2,0.8,0.003,-0.06,0.077
 TiRex,TiRex,0.5,0.5,0.5,0.0,0.0,0.0
+TiRex,citras-fm,0.5,0.2,0.8,0.003,-0.06,0.077
+TiRex,TS-ICL,0.6,0.3,0.9,0.018,-0.073,0.098
 TiRex,Moirai-2.0,0.5,0.2,0.8,-0.027,-0.087,0.031
 TiRex,FlowState,0.5,0.2,0.8,0.054,-0.089,0.201
 TiRex,Toto-2.0-313m,0.5,0.2,0.8,0.086,-0.013,0.18
+TiRex,Toto-2.0-22m,0.5,0.2,0.8,0.079,-0.005,0.156
 TiRex,Toto-1.0,0.6,0.3,0.9,0.014,-0.053,0.073
 TiRex,Toto-2.0-1B,0.5,0.2,0.8,0.094,0.0,0.183
-TiRex,Toto-2.0-22m,0.5,0.2,0.8,0.079,-0.005,0.156
 TiRex,AutoETS,0.6,0.3,0.9,0.004,-0.139,0.133
-TiRex,TabPFN-TS,0.6,0.3,0.9,0.008,-0.044,0.069
 TiRex,Chronos-Bolt,0.7,0.4,0.9,0.052,-0.028,0.146
 TiRex,Seasonal Naive,0.9,0.7,1.0,0.298,0.098,0.478
+citras-fm,TimesFM-2.5,0.4,0.1,0.7,-0.01,-0.148,0.099
+citras-fm,TiRex-2,0.4,0.1,0.7,0.04,-0.019,0.12
+citras-fm,TabPFN-TS-3,0.5,0.2,0.8,0.034,-0.056,0.116
+citras-fm,Chronos-2,0.5,0.2,0.8,0.006,-0.037,0.051
+citras-fm,Toto-2.0-2.5B,0.6,0.3,0.9,0.075,0.001,0.148
+citras-fm,TiRex,0.5,0.2,0.8,-0.003,-0.083,0.057
+citras-fm,citras-fm,0.5,0.5,0.5,0.0,0.0,0.0
+citras-fm,TS-ICL,0.4,0.1,0.7,0.015,-0.041,0.07
+citras-fm,Moirai-2.0,0.6,0.3,0.9,-0.03,-0.127,0.037
+citras-fm,FlowState,0.4,0.1,0.7,0.052,-0.137,0.196
+citras-fm,Toto-2.0-313m,0.6,0.3,0.9,0.083,-0.021,0.19
+citras-fm,Toto-2.0-22m,0.6,0.3,0.9,0.076,-0.024,0.175
+citras-fm,Toto-1.0,0.6,0.3,0.9,0.011,-0.039,0.059
+citras-fm,Toto-2.0-1B,0.5,0.2,0.8,0.091,0.002,0.189
+citras-fm,AutoETS,0.4,0.1,0.7,0.001,-0.163,0.144
+citras-fm,Chronos-Bolt,0.7,0.4,0.9,0.049,-0.06,0.134
+citras-fm,Seasonal Naive,0.9,0.7,1.0,0.295,0.073,0.472
+TS-ICL,TimesFM-2.5,0.4,0.1,0.7,-0.026,-0.188,0.114
+TS-ICL,TiRex-2,0.3,0.0,0.6,0.025,-0.073,0.149
+TS-ICL,TabPFN-TS-3,0.4,0.1,0.7,0.019,-0.086,0.119
+TS-ICL,Chronos-2,0.4,0.1,0.7,-0.009,-0.065,0.033
+TS-ICL,Toto-2.0-2.5B,0.4,0.1,0.7,0.061,-0.038,0.177
+TS-ICL,TiRex,0.4,0.1,0.7,-0.019,-0.109,0.068
+TS-ICL,citras-fm,0.6,0.3,0.9,-0.016,-0.075,0.039
+TS-ICL,TS-ICL,0.5,0.5,0.5,0.0,0.0,0.0
+TS-ICL,Moirai-2.0,0.6,0.3,0.9,-0.046,-0.15,0.031
+TS-ICL,FlowState,0.6,0.3,0.9,0.037,-0.165,0.189
+TS-ICL,Toto-2.0-313m,0.5,0.2,0.8,0.069,-0.056,0.21
+TS-ICL,Toto-2.0-22m,0.4,0.1,0.7,0.062,-0.061,0.196
+TS-ICL,Toto-1.0,0.7,0.4,1.0,-0.004,-0.084,0.071
+TS-ICL,Toto-2.0-1B,0.5,0.2,0.8,0.077,-0.031,0.209
+TS-ICL,AutoETS,0.6,0.3,0.9,-0.014,-0.144,0.088
+TS-ICL,Chronos-Bolt,0.7,0.4,0.9,0.035,-0.085,0.14
+TS-ICL,Seasonal Naive,0.9,0.7,1.0,0.285,0.037,0.472
 Moirai-2.0,TimesFM-2.5,0.4,0.1,0.7,0.019,-0.052,0.11
 Moirai-2.0,TiRex-2,0.4,0.1,0.7,0.068,-0.044,0.188
 Moirai-2.0,TabPFN-TS-3,0.5,0.2,0.8,0.062,-0.031,0.162
 Moirai-2.0,Chronos-2,0.6,0.3,0.9,0.035,-0.055,0.126
 Moirai-2.0,Toto-2.0-2.5B,0.4,0.1,0.7,0.102,-0.023,0.223
-Moirai-2.0,citras-fm,0.4,0.1,0.7,0.029,-0.039,0.113
 Moirai-2.0,TiRex,0.5,0.2,0.8,0.026,-0.032,0.08
+Moirai-2.0,citras-fm,0.4,0.1,0.7,0.029,-0.039,0.113
+Moirai-2.0,TS-ICL,0.4,0.1,0.7,0.044,-0.032,0.131
 Moirai-2.0,Moirai-2.0,0.5,0.5,0.5,0.0,0.0,0.0
 Moirai-2.0,FlowState,0.5,0.2,0.8,0.079,-0.061,0.204
 Moirai-2.0,Toto-2.0-313m,0.4,0.1,0.7,0.11,-0.037,0.242
+Moirai-2.0,Toto-2.0-22m,0.4,0.1,0.7,0.103,-0.025,0.22
 Moirai-2.0,Toto-1.0,0.6,0.3,0.9,0.04,-0.045,0.126
 Moirai-2.0,Toto-2.0-1B,0.5,0.2,0.8,0.118,-0.024,0.242
-Moirai-2.0,Toto-2.0-22m,0.4,0.1,0.7,0.103,-0.025,0.22
 Moirai-2.0,AutoETS,0.5,0.2,0.8,0.03,-0.08,0.138
-Moirai-2.0,TabPFN-TS,0.6,0.3,0.9,0.034,-0.041,0.101
 Moirai-2.0,Chronos-Bolt,0.75,0.45,1.0,0.077,-0.001,0.158
 Moirai-2.0,Seasonal Naive,0.9,0.7,1.0,0.316,0.124,0.487
 FlowState,TimesFM-2.5,0.4,0.1,0.7,-0.065,-0.242,0.054
@@ -140,16 +157,16 @@ FlowState,TiRex-2,0.5,0.2,0.8,-0.012,-0.236,0.162
 FlowState,TabPFN-TS-3,0.3,0.0,0.6,-0.019,-0.122,0.078
 FlowState,Chronos-2,0.4,0.1,0.7,-0.048,-0.227,0.124
 FlowState,Toto-2.0-2.5B,0.4,0.1,0.7,0.025,-0.178,0.199
-FlowState,citras-fm,0.6,0.3,0.9,-0.054,-0.245,0.12
 FlowState,TiRex,0.5,0.2,0.8,-0.058,-0.251,0.082
+FlowState,citras-fm,0.6,0.3,0.9,-0.054,-0.245,0.12
+FlowState,TS-ICL,0.4,0.1,0.7,-0.038,-0.232,0.142
 FlowState,Moirai-2.0,0.5,0.2,0.8,-0.086,-0.257,0.058
 FlowState,FlowState,0.5,0.5,0.5,0.0,0.0,0.0
 FlowState,Toto-2.0-313m,0.4,0.1,0.7,0.033,-0.204,0.217
+FlowState,Toto-2.0-22m,0.5,0.2,0.8,0.026,-0.204,0.195
 FlowState,Toto-1.0,0.6,0.3,0.9,-0.043,-0.273,0.14
 FlowState,Toto-2.0-1B,0.4,0.1,0.7,0.042,-0.177,0.214
-FlowState,Toto-2.0-22m,0.5,0.2,0.8,0.026,-0.204,0.195
 FlowState,AutoETS,0.6,0.3,0.9,-0.053,-0.274,0.151
-FlowState,TabPFN-TS,0.5,0.2,0.8,-0.049,-0.208,0.096
 FlowState,Chronos-Bolt,0.7,0.4,1.0,-0.002,-0.133,0.112
 FlowState,Seasonal Naive,0.9,0.7,1.0,0.257,0.128,0.376
 Toto-2.0-313m,TimesFM-2.5,0.5,0.2,0.8,-0.101,-0.258,0.021
@@ -157,33 +174,50 @@ Toto-2.0-313m,TiRex-2,0.4,0.1,0.7,-0.047,-0.109,0.002
 Toto-2.0-313m,TabPFN-TS-3,0.4,0.1,0.7,-0.054,-0.207,0.092
 Toto-2.0-313m,Chronos-2,0.3,0.1,0.6,-0.084,-0.243,0.033
 Toto-2.0-313m,Toto-2.0-2.5B,0.4,0.1,0.7,-0.008,-0.057,0.041
-Toto-2.0-313m,citras-fm,0.4,0.1,0.7,-0.091,-0.234,0.02
 Toto-2.0-313m,TiRex,0.5,0.2,0.8,-0.094,-0.22,0.013
+Toto-2.0-313m,citras-fm,0.4,0.1,0.7,-0.091,-0.234,0.02
+Toto-2.0-313m,TS-ICL,0.5,0.2,0.8,-0.074,-0.266,0.053
 Toto-2.0-313m,Moirai-2.0,0.6,0.3,0.9,-0.123,-0.32,0.036
 Toto-2.0-313m,FlowState,0.6,0.3,0.9,-0.034,-0.278,0.17
 Toto-2.0-313m,Toto-2.0-313m,0.5,0.5,0.5,0.0,0.0,0.0
+Toto-2.0-313m,Toto-2.0-22m,0.4,0.1,0.7,-0.008,-0.04,0.026
 Toto-2.0-313m,Toto-1.0,0.4,0.1,0.7,-0.079,-0.187,0.009
 Toto-2.0-313m,Toto-2.0-1B,0.6,0.3,0.9,0.009,-0.011,0.033
-Toto-2.0-313m,Toto-2.0-22m,0.4,0.1,0.7,-0.008,-0.04,0.026
 Toto-2.0-313m,AutoETS,0.6,0.3,0.9,-0.089,-0.353,0.109
-Toto-2.0-313m,TabPFN-TS,0.6,0.3,0.9,-0.085,-0.231,0.029
 Toto-2.0-313m,Chronos-Bolt,0.6,0.3,0.9,-0.037,-0.193,0.102
 Toto-2.0-313m,Seasonal Naive,0.8,0.6,1.0,0.232,-0.027,0.431
+Toto-2.0-22m,TimesFM-2.5,0.4,0.1,0.7,-0.093,-0.222,0.01
+Toto-2.0-22m,TiRex-2,0.4,0.1,0.7,-0.039,-0.1,0.019
+Toto-2.0-22m,TabPFN-TS-3,0.3,0.1,0.6,-0.046,-0.175,0.103
+Toto-2.0-22m,Chronos-2,0.3,0.1,0.6,-0.076,-0.22,0.035
+Toto-2.0-22m,Toto-2.0-2.5B,0.3,0.0,0.6,-0.001,-0.058,0.071
+Toto-2.0-22m,TiRex,0.5,0.2,0.8,-0.086,-0.185,0.005
+Toto-2.0-22m,citras-fm,0.4,0.1,0.7,-0.082,-0.213,0.024
+Toto-2.0-22m,TS-ICL,0.6,0.3,0.9,-0.066,-0.244,0.057
+Toto-2.0-22m,Moirai-2.0,0.6,0.3,0.9,-0.115,-0.282,0.025
+Toto-2.0-22m,FlowState,0.5,0.2,0.8,-0.027,-0.243,0.169
+Toto-2.0-22m,Toto-2.0-313m,0.6,0.3,0.9,0.008,-0.027,0.038
+Toto-2.0-22m,Toto-2.0-22m,0.5,0.5,0.5,0.0,0.0,0.0
+Toto-2.0-22m,Toto-1.0,0.5,0.2,0.8,-0.07,-0.166,0.013
+Toto-2.0-22m,Toto-2.0-1B,0.5,0.2,0.8,0.016,-0.027,0.064
+Toto-2.0-22m,AutoETS,0.6,0.3,0.9,-0.081,-0.33,0.102
+Toto-2.0-22m,Chronos-Bolt,0.6,0.3,0.9,-0.029,-0.176,0.113
+Toto-2.0-22m,Seasonal Naive,0.8,0.6,1.0,0.237,-0.01,0.447
 Toto-1.0,TimesFM-2.5,0.4,0.1,0.7,-0.021,-0.161,0.087
 Toto-1.0,TiRex-2,0.5,0.2,0.8,0.029,-0.032,0.1
 Toto-1.0,TabPFN-TS-3,0.4,0.1,0.7,0.023,-0.082,0.133
 Toto-1.0,Chronos-2,0.5,0.2,0.8,-0.005,-0.081,0.061
 Toto-1.0,Toto-2.0-2.5B,0.6,0.3,0.9,0.065,0.0,0.126
-Toto-1.0,citras-fm,0.4,0.1,0.7,-0.011,-0.063,0.038
 Toto-1.0,TiRex,0.4,0.1,0.7,-0.014,-0.079,0.051
+Toto-1.0,citras-fm,0.4,0.1,0.7,-0.011,-0.063,0.038
+Toto-1.0,TS-ICL,0.3,0.0,0.6,0.004,-0.076,0.077
 Toto-1.0,Moirai-2.0,0.4,0.1,0.7,-0.042,-0.144,0.043
 Toto-1.0,FlowState,0.4,0.1,0.7,0.041,-0.163,0.214
 Toto-1.0,Toto-2.0-313m,0.6,0.3,0.9,0.073,-0.009,0.157
+Toto-1.0,Toto-2.0-22m,0.5,0.2,0.8,0.066,-0.014,0.143
 Toto-1.0,Toto-1.0,0.5,0.5,0.5,0.0,0.0,0.0
 Toto-1.0,Toto-2.0-1B,0.6,0.3,0.9,0.081,0.004,0.159
-Toto-1.0,Toto-2.0-22m,0.5,0.2,0.8,0.066,-0.014,0.143
 Toto-1.0,AutoETS,0.5,0.2,0.8,-0.01,-0.17,0.12
-Toto-1.0,TabPFN-TS,0.4,0.1,0.7,-0.006,-0.073,0.057
 Toto-1.0,Chronos-Bolt,0.5,0.2,0.8,0.039,-0.077,0.133
 Toto-1.0,Seasonal Naive,0.9,0.7,1.0,0.288,0.053,0.476
 Toto-2.0-1B,TimesFM-2.5,0.4,0.1,0.7,-0.111,-0.265,0.007
@@ -191,84 +225,50 @@ Toto-2.0-1B,TiRex-2,0.3,0.098,0.6,-0.056,-0.102,-0.016
 Toto-2.0-1B,TabPFN-TS-3,0.5,0.2,0.8,-0.063,-0.2,0.067
 Toto-2.0-1B,Chronos-2,0.5,0.2,0.8,-0.094,-0.243,0.012
 Toto-2.0-1B,Toto-2.0-2.5B,0.2,0.0,0.5,-0.017,-0.053,0.012
-Toto-2.0-1B,citras-fm,0.5,0.2,0.8,-0.1,-0.232,-0.002
 Toto-2.0-1B,TiRex,0.5,0.2,0.8,-0.104,-0.223,-0.0
+Toto-2.0-1B,citras-fm,0.5,0.2,0.8,-0.1,-0.232,-0.002
+Toto-2.0-1B,TS-ICL,0.5,0.2,0.8,-0.084,-0.263,0.03
 Toto-2.0-1B,Moirai-2.0,0.5,0.2,0.8,-0.133,-0.319,0.023
 Toto-2.0-1B,FlowState,0.6,0.3,0.9,-0.044,-0.272,0.151
 Toto-2.0-1B,Toto-2.0-313m,0.4,0.1,0.7,-0.009,-0.035,0.011
+Toto-2.0-1B,Toto-2.0-22m,0.5,0.2,0.8,-0.016,-0.069,0.026
 Toto-2.0-1B,Toto-1.0,0.4,0.1,0.7,-0.088,-0.189,-0.004
 Toto-2.0-1B,Toto-2.0-1B,0.5,0.5,0.5,0.0,0.0,0.0
-Toto-2.0-1B,Toto-2.0-22m,0.5,0.2,0.8,-0.016,-0.069,0.026
 Toto-2.0-1B,AutoETS,0.6,0.3,0.9,-0.099,-0.356,0.093
-Toto-2.0-1B,TabPFN-TS,0.6,0.3,0.9,-0.095,-0.226,0.007
 Toto-2.0-1B,Chronos-Bolt,0.6,0.3,0.9,-0.046,-0.196,0.08
 Toto-2.0-1B,Seasonal Naive,0.8,0.6,1.0,0.225,-0.025,0.414
-Toto-2.0-22m,TimesFM-2.5,0.4,0.1,0.7,-0.093,-0.222,0.01
-Toto-2.0-22m,TiRex-2,0.4,0.1,0.7,-0.039,-0.1,0.019
-Toto-2.0-22m,TabPFN-TS-3,0.3,0.1,0.6,-0.046,-0.175,0.103
-Toto-2.0-22m,Chronos-2,0.3,0.1,0.6,-0.076,-0.22,0.035
-Toto-2.0-22m,Toto-2.0-2.5B,0.3,0.0,0.6,-0.001,-0.058,0.071
-Toto-2.0-22m,citras-fm,0.4,0.1,0.7,-0.082,-0.213,0.024
-Toto-2.0-22m,TiRex,0.5,0.2,0.8,-0.086,-0.185,0.005
-Toto-2.0-22m,Moirai-2.0,0.6,0.3,0.9,-0.115,-0.282,0.025
-Toto-2.0-22m,FlowState,0.5,0.2,0.8,-0.027,-0.243,0.169
-Toto-2.0-22m,Toto-2.0-313m,0.6,0.3,0.9,0.008,-0.027,0.038
-Toto-2.0-22m,Toto-1.0,0.5,0.2,0.8,-0.07,-0.166,0.013
-Toto-2.0-22m,Toto-2.0-1B,0.5,0.2,0.8,0.016,-0.027,0.064
-Toto-2.0-22m,Toto-2.0-22m,0.5,0.5,0.5,0.0,0.0,0.0
-Toto-2.0-22m,AutoETS,0.6,0.3,0.9,-0.081,-0.33,0.102
-Toto-2.0-22m,TabPFN-TS,0.5,0.2,0.8,-0.077,-0.203,0.031
-Toto-2.0-22m,Chronos-Bolt,0.6,0.3,0.9,-0.029,-0.176,0.113
-Toto-2.0-22m,Seasonal Naive,0.8,0.6,1.0,0.237,-0.01,0.447
 AutoETS,TimesFM-2.5,0.4,0.1,0.7,-0.011,-0.179,0.143
 AutoETS,TiRex-2,0.3,0.0,0.6,0.039,-0.158,0.21
 AutoETS,TabPFN-TS-3,0.5,0.2,0.8,0.033,-0.128,0.164
 AutoETS,Chronos-2,0.5,0.2,0.8,0.005,-0.154,0.142
 AutoETS,Toto-2.0-2.5B,0.4,0.1,0.7,0.074,-0.116,0.243
-AutoETS,citras-fm,0.6,0.3,0.9,-0.001,-0.168,0.14
 AutoETS,TiRex,0.4,0.1,0.7,-0.004,-0.153,0.122
+AutoETS,citras-fm,0.6,0.3,0.9,-0.001,-0.168,0.14
+AutoETS,TS-ICL,0.4,0.1,0.7,0.014,-0.096,0.126
 AutoETS,Moirai-2.0,0.5,0.2,0.8,-0.031,-0.16,0.074
 AutoETS,FlowState,0.4,0.1,0.7,0.05,-0.178,0.215
 AutoETS,Toto-2.0-313m,0.4,0.1,0.7,0.082,-0.122,0.261
+AutoETS,Toto-2.0-22m,0.4,0.1,0.7,0.075,-0.114,0.248
 AutoETS,Toto-1.0,0.5,0.2,0.8,0.01,-0.136,0.145
 AutoETS,Toto-2.0-1B,0.4,0.1,0.7,0.09,-0.102,0.262
-AutoETS,Toto-2.0-22m,0.4,0.1,0.7,0.075,-0.114,0.248
 AutoETS,AutoETS,0.5,0.5,0.5,0.0,0.0,0.0
-AutoETS,TabPFN-TS,0.7,0.4,1.0,0.004,-0.146,0.122
 AutoETS,Chronos-Bolt,0.6,0.3,0.9,0.048,-0.082,0.166
 AutoETS,Seasonal Naive,0.7,0.4,1.0,0.295,0.066,0.481
-TabPFN-TS,TimesFM-2.5,0.4,0.1,0.7,-0.015,-0.128,0.082
-TabPFN-TS,TiRex-2,0.3,0.0,0.6,0.035,-0.042,0.127
-TabPFN-TS,TabPFN-TS-3,0.5,0.2,0.8,0.029,-0.035,0.099
-TabPFN-TS,Chronos-2,0.3,0.1,0.6,0.001,-0.026,0.034
-TabPFN-TS,Toto-2.0-2.5B,0.4,0.1,0.7,0.071,-0.012,0.155
-TabPFN-TS,citras-fm,0.4,0.1,0.7,-0.005,-0.048,0.036
-TabPFN-TS,TiRex,0.4,0.1,0.7,-0.008,-0.074,0.042
-TabPFN-TS,Moirai-2.0,0.4,0.1,0.7,-0.035,-0.112,0.039
-TabPFN-TS,FlowState,0.5,0.2,0.8,0.047,-0.106,0.172
-TabPFN-TS,Toto-2.0-313m,0.4,0.1,0.7,0.078,-0.03,0.188
-TabPFN-TS,Toto-1.0,0.6,0.3,0.9,0.006,-0.061,0.068
-TabPFN-TS,Toto-2.0-1B,0.4,0.1,0.7,0.086,-0.007,0.184
-TabPFN-TS,Toto-2.0-22m,0.5,0.2,0.8,0.071,-0.032,0.169
-TabPFN-TS,AutoETS,0.3,0.0,0.6,-0.004,-0.139,0.128
-TabPFN-TS,TabPFN-TS,0.5,0.5,0.5,0.0,0.0,0.0
-TabPFN-TS,Chronos-Bolt,0.6,0.3,0.9,0.044,-0.043,0.124
-TabPFN-TS,Seasonal Naive,0.9,0.7,1.0,0.292,0.081,0.459
 Chronos-Bolt,TimesFM-2.5,0.2,0.0,0.4,-0.062,-0.161,0.011
 Chronos-Bolt,TiRex-2,0.3,0.0,0.6,-0.01,-0.133,0.1
 Chronos-Bolt,TabPFN-TS-3,0.4,0.1,0.7,-0.016,-0.076,0.038
 Chronos-Bolt,Chronos-2,0.4,0.1,0.7,-0.046,-0.167,0.066
 Chronos-Bolt,Toto-2.0-2.5B,0.3,0.0,0.6,0.027,-0.091,0.143
-Chronos-Bolt,citras-fm,0.3,0.1,0.6,-0.052,-0.155,0.057
 Chronos-Bolt,TiRex,0.3,0.1,0.6,-0.055,-0.171,0.027
+Chronos-Bolt,citras-fm,0.3,0.1,0.6,-0.052,-0.155,0.057
+Chronos-Bolt,TS-ICL,0.3,0.1,0.6,-0.036,-0.163,0.078
 Chronos-Bolt,Moirai-2.0,0.25,0.0,0.55,-0.084,-0.188,0.001
 Chronos-Bolt,FlowState,0.3,0.0,0.6,0.002,-0.126,0.117
 Chronos-Bolt,Toto-2.0-313m,0.4,0.1,0.7,0.035,-0.114,0.162
+Chronos-Bolt,Toto-2.0-22m,0.4,0.1,0.7,0.028,-0.127,0.149
 Chronos-Bolt,Toto-1.0,0.5,0.2,0.8,-0.04,-0.154,0.072
 Chronos-Bolt,Toto-2.0-1B,0.4,0.1,0.7,0.044,-0.087,0.164
-Chronos-Bolt,Toto-2.0-22m,0.4,0.1,0.7,0.028,-0.127,0.149
 Chronos-Bolt,AutoETS,0.4,0.1,0.7,-0.051,-0.199,0.076
-Chronos-Bolt,TabPFN-TS,0.4,0.1,0.7,-0.046,-0.142,0.041
 Chronos-Bolt,Chronos-Bolt,0.5,0.5,0.5,0.0,0.0,0.0
 Chronos-Bolt,Seasonal Naive,0.9,0.7,1.0,0.259,0.102,0.399
 Seasonal Naive,TimesFM-2.5,0.1,0.0,0.3,-0.433,-0.874,-0.179
@@ -276,15 +276,15 @@ Seasonal Naive,TiRex-2,0.1,0.0,0.3,-0.362,-0.804,-0.031
 Seasonal Naive,TabPFN-TS-3,0.1,0.0,0.3,-0.371,-0.684,-0.122
 Seasonal Naive,Chronos-2,0.2,0.0,0.4,-0.411,-0.889,-0.054
 Seasonal Naive,Toto-2.0-2.5B,0.2,0.0,0.4,-0.312,-0.721,0.014
-Seasonal Naive,citras-fm,0.1,0.0,0.3,-0.419,-0.895,-0.078
 Seasonal Naive,TiRex,0.1,0.0,0.3,-0.424,-0.915,-0.109
+Seasonal Naive,citras-fm,0.1,0.0,0.3,-0.419,-0.895,-0.078
+Seasonal Naive,TS-ICL,0.1,0.0,0.3,-0.398,-0.893,-0.038
 Seasonal Naive,Moirai-2.0,0.1,0.0,0.3,-0.462,-0.951,-0.141
 Seasonal Naive,FlowState,0.1,0.0,0.3,-0.346,-0.602,-0.147
 Seasonal Naive,Toto-2.0-313m,0.2,0.0,0.4,-0.301,-0.758,0.027
+Seasonal Naive,Toto-2.0-22m,0.2,0.0,0.4,-0.311,-0.809,0.009
 Seasonal Naive,Toto-1.0,0.1,0.0,0.3,-0.404,-0.91,-0.055
 Seasonal Naive,Toto-2.0-1B,0.2,0.0,0.4,-0.29,-0.707,0.024
-Seasonal Naive,Toto-2.0-22m,0.2,0.0,0.4,-0.311,-0.809,0.009
 Seasonal Naive,AutoETS,0.3,0.0,0.6,-0.417,-0.928,-0.07
-Seasonal Naive,TabPFN-TS,0.1,0.0,0.3,-0.412,-0.85,-0.089
 Seasonal Naive,Chronos-Bolt,0.1,0.0,0.3,-0.349,-0.664,-0.113
 Seasonal Naive,Seasonal Naive,0.5,0.5,0.5,0.0,0.0,0.0

tables/domain_health/pairwise_WQL.csv

@@ -1,257 +1,257 @@
 model_1,model_2,win_rate,win_rate_lower,win_rate_upper,skill_score,skill_score_lower,skill_score_upper
 Chronos-2,Chronos-2,0.5,0.5,0.5,0.0,0.0,0.0
-Chronos-2,TimesFM-2.5,0.5,0.2,0.8,-0.002,-0.119,0.095
 Chronos-2,TiRex-2,0.5,0.2,0.8,0.05,-0.019,0.145
-Chronos-2,citras-fm,0.5,0.2,0.8,0.001,-0.045,0.049
+Chronos-2,TimesFM-2.5,0.5,0.2,0.8,-0.002,-0.119,0.095
 Chronos-2,TabPFN-TS-3,0.5,0.2,0.8,0.046,-0.035,0.122
+Chronos-2,citras-fm,0.5,0.2,0.8,0.001,-0.045,0.049
 Chronos-2,Moirai-2.0,0.6,0.3,0.9,-0.021,-0.11,0.055
 Chronos-2,Toto-2.0-2.5B,0.5,0.2,0.8,0.085,0.001,0.166
 Chronos-2,TiRex,0.5,0.2,0.8,0.025,-0.055,0.099
 Chronos-2,Toto-2.0-313m,0.7,0.4,0.9,0.086,-0.028,0.197
 Chronos-2,Toto-1.0,0.6,0.3,0.9,0.002,-0.077,0.077
 Chronos-2,Toto-2.0-22m,0.7,0.4,0.9,0.077,-0.036,0.182
+Chronos-2,TS-ICL,0.7,0.4,0.9,0.025,-0.019,0.081
 Chronos-2,Toto-2.0-1B,0.6,0.3,0.9,0.09,-0.002,0.181
-Chronos-2,FlowState,0.6,0.3,0.9,0.065,-0.097,0.191
 Chronos-2,TabPFN-TS,0.8,0.6,1.0,0.037,-0.004,0.081
 Chronos-2,Chronos-Bolt,0.7,0.4,0.9,0.038,-0.07,0.13
 Chronos-2,Seasonal Naive,0.9,0.7,1.0,0.404,0.211,0.549
-TimesFM-2.5,Chronos-2,0.5,0.2,0.8,0.002,-0.105,0.106
-TimesFM-2.5,TimesFM-2.5,0.5,0.5,0.5,0.0,0.0,0.0
-TimesFM-2.5,TiRex-2,0.5,0.2,0.8,0.052,-0.018,0.138
-TimesFM-2.5,citras-fm,0.6,0.3,0.9,0.003,-0.088,0.1
-TimesFM-2.5,TabPFN-TS-3,0.4,0.1,0.7,0.049,-0.018,0.139
-TimesFM-2.5,Moirai-2.0,0.6,0.3,0.9,-0.019,-0.109,0.043
-TimesFM-2.5,Toto-2.0-2.5B,0.6,0.3,0.9,0.087,-0.017,0.208
-TimesFM-2.5,TiRex,0.6,0.3,0.9,0.027,-0.023,0.085
-TimesFM-2.5,Toto-2.0-313m,0.5,0.2,0.8,0.088,-0.024,0.197
-TimesFM-2.5,Toto-1.0,0.6,0.3,0.9,0.004,-0.109,0.114
-TimesFM-2.5,Toto-2.0-22m,0.6,0.3,0.9,0.079,-0.017,0.17
-TimesFM-2.5,Toto-2.0-1B,0.5,0.2,0.8,0.092,-0.007,0.198
-TimesFM-2.5,FlowState,0.7,0.4,1.0,0.067,-0.041,0.182
-TimesFM-2.5,TabPFN-TS,0.7,0.4,1.0,0.039,-0.028,0.11
-TimesFM-2.5,Chronos-Bolt,0.8,0.6,1.0,0.04,-0.018,0.102
-TimesFM-2.5,Seasonal Naive,1.0,1.0,1.0,0.406,0.261,0.536
 TiRex-2,Chronos-2,0.5,0.2,0.8,-0.052,-0.169,0.019
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 TiRex-2,Toto-2.0-313m,0.6,0.3,0.9,0.038,-0.022,0.097
 TiRex-2,Toto-1.0,0.5,0.2,0.8,-0.05,-0.15,0.034
 TiRex-2,Toto-2.0-22m,0.8,0.5,1.0,0.028,-0.034,0.082
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-TiRex-2,FlowState,0.6,0.3,0.9,0.016,-0.164,0.17
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 TiRex-2,Chronos-Bolt,0.6,0.3,0.9,-0.012,-0.128,0.083
 TiRex-2,Seasonal Naive,0.9,0.7,1.0,0.373,0.19,0.521
-citras-fm,Chronos-2,0.5,0.2,0.8,-0.001,-0.051,0.043
-citras-fm,TimesFM-2.5,0.4,0.1,0.7,-0.003,-0.111,0.081
-citras-fm,TiRex-2,0.6,0.3,0.9,0.049,-0.004,0.121
-citras-fm,citras-fm,0.5,0.5,0.5,0.0,0.0,0.0
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-citras-fm,TiRex,0.6,0.3,0.9,0.024,-0.034,0.075
-citras-fm,Toto-2.0-313m,0.6,0.3,0.9,0.085,-0.012,0.174
-citras-fm,Toto-1.0,0.7,0.4,1.0,0.001,-0.05,0.048
-citras-fm,Toto-2.0-22m,0.6,0.3,0.9,0.076,-0.014,0.158
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-citras-fm,FlowState,0.7,0.4,1.0,0.063,-0.1,0.198
-citras-fm,TabPFN-TS,0.7,0.4,1.0,0.036,-0.014,0.091
-citras-fm,Chronos-Bolt,0.6,0.3,0.9,0.037,-0.056,0.112
-citras-fm,Seasonal Naive,0.9,0.7,1.0,0.404,0.218,0.551
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 TabPFN-TS-3,Chronos-2,0.5,0.2,0.8,-0.049,-0.139,0.034
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 TabPFN-TS-3,TiRex-2,0.4,0.1,0.7,0.003,-0.097,0.084
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 TabPFN-TS-3,Toto-2.0-2.5B,0.5,0.2,0.8,0.041,-0.071,0.15
 TabPFN-TS-3,TiRex,0.7,0.4,0.9,-0.022,-0.141,0.042
 TabPFN-TS-3,Toto-2.0-313m,0.6,0.3,0.9,0.041,-0.111,0.159
 TabPFN-TS-3,Toto-1.0,0.6,0.3,0.9,-0.047,-0.192,0.064
 TabPFN-TS-3,Toto-2.0-22m,0.7,0.4,0.9,0.032,-0.123,0.132
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-TabPFN-TS-3,FlowState,0.6,0.3,0.9,0.019,-0.074,0.107
 TabPFN-TS-3,TabPFN-TS,0.6,0.3,0.9,-0.01,-0.076,0.047
 TabPFN-TS-3,Chronos-Bolt,0.6,0.3,0.9,-0.009,-0.078,0.056
 TabPFN-TS-3,Seasonal Naive,0.9,0.7,1.0,0.375,0.232,0.495
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-Moirai-2.0,citras-fm,0.5,0.2,0.8,0.022,-0.033,0.089
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 Moirai-2.0,TiRex,0.5,0.2,0.8,0.045,-0.008,0.103
 Moirai-2.0,Toto-2.0-313m,0.4,0.1,0.7,0.104,-0.032,0.225
 Moirai-2.0,Toto-1.0,0.7,0.4,1.0,0.022,-0.059,0.098
 Moirai-2.0,Toto-2.0-22m,0.4,0.1,0.7,0.096,-0.019,0.201
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-Moirai-2.0,FlowState,0.7,0.4,1.0,0.084,-0.05,0.203
 Moirai-2.0,TabPFN-TS,0.6,0.3,0.9,0.057,-0.016,0.126
 Moirai-2.0,Chronos-Bolt,0.75,0.5,0.951,0.057,-0.013,0.128
 Moirai-2.0,Seasonal Naive,1.0,1.0,1.0,0.416,0.242,0.564
 Toto-2.0-2.5B,Chronos-2,0.5,0.2,0.8,-0.093,-0.199,-0.001
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 Toto-2.0-2.5B,Moirai-2.0,0.5,0.2,0.8,-0.116,-0.274,0.014
 Toto-2.0-2.5B,Toto-2.0-2.5B,0.5,0.5,0.5,0.0,0.0,0.0
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 Toto-2.0-2.5B,Toto-2.0-313m,0.5,0.2,0.8,0.0,-0.07,0.057
 Toto-2.0-2.5B,Toto-1.0,0.4,0.1,0.7,-0.091,-0.179,-0.009
 Toto-2.0-2.5B,Toto-2.0-22m,0.6,0.3,0.9,-0.009,-0.097,0.053
+Toto-2.0-2.5B,TS-ICL,0.6,0.3,0.9,-0.065,-0.197,0.036
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-Toto-2.0-2.5B,FlowState,0.6,0.3,0.9,-0.023,-0.265,0.157
 Toto-2.0-2.5B,TabPFN-TS,0.6,0.3,0.9,-0.053,-0.158,0.036
 Toto-2.0-2.5B,Chronos-Bolt,0.6,0.3,0.9,-0.052,-0.219,0.063
 Toto-2.0-2.5B,Seasonal Naive,0.8,0.6,1.0,0.349,0.118,0.513
 TiRex,Chronos-2,0.5,0.2,0.8,-0.026,-0.11,0.052
-TiRex,TimesFM-2.5,0.4,0.1,0.7,-0.028,-0.093,0.023
 TiRex,TiRex-2,0.4,0.1,0.7,0.025,-0.032,0.088
-TiRex,citras-fm,0.4,0.1,0.7,-0.025,-0.081,0.033
+TiRex,TimesFM-2.5,0.4,0.1,0.7,-0.028,-0.093,0.023
 TiRex,TabPFN-TS-3,0.3,0.1,0.6,0.022,-0.044,0.123
+TiRex,citras-fm,0.4,0.1,0.7,-0.025,-0.081,0.033
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 TiRex,Toto-2.0-2.5B,0.4,0.1,0.7,0.062,-0.022,0.151
 TiRex,TiRex,0.5,0.5,0.5,0.0,0.0,0.0
 TiRex,Toto-2.0-313m,0.4,0.1,0.7,0.062,-0.026,0.149
 TiRex,Toto-1.0,0.6,0.3,0.9,-0.024,-0.099,0.043
 TiRex,Toto-2.0-22m,0.4,0.1,0.7,0.053,-0.016,0.118
+TiRex,TS-ICL,0.6,0.3,0.9,0.0,-0.099,0.079
 TiRex,Toto-2.0-1B,0.6,0.3,0.9,0.067,-0.01,0.141
-TiRex,FlowState,0.6,0.3,0.9,0.04,-0.104,0.184
 TiRex,TabPFN-TS,0.6,0.3,0.9,0.012,-0.046,0.072
 TiRex,Chronos-Bolt,0.7,0.4,0.9,0.013,-0.067,0.096
 TiRex,Seasonal Naive,0.9,0.7,1.0,0.389,0.216,0.543
 Toto-2.0-313m,Chronos-2,0.3,0.1,0.6,-0.094,-0.246,0.028
-Toto-2.0-313m,TimesFM-2.5,0.5,0.2,0.8,-0.096,-0.245,0.023
 Toto-2.0-313m,TiRex-2,0.4,0.1,0.7,-0.039,-0.107,0.021
-Toto-2.0-313m,citras-fm,0.4,0.1,0.7,-0.092,-0.211,0.012
+Toto-2.0-313m,TimesFM-2.5,0.5,0.2,0.8,-0.096,-0.245,0.023
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+Toto-2.0-313m,citras-fm,0.4,0.1,0.7,-0.092,-0.211,0.012
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 Toto-2.0-313m,Toto-2.0-2.5B,0.5,0.2,0.8,-0.0,-0.06,0.065
 Toto-2.0-313m,TiRex,0.6,0.3,0.9,-0.066,-0.175,0.026
 Toto-2.0-313m,Toto-2.0-313m,0.5,0.5,0.5,0.0,0.0,0.0
 Toto-2.0-313m,Toto-1.0,0.4,0.1,0.7,-0.092,-0.205,0.003
 Toto-2.0-313m,Toto-2.0-22m,0.4,0.1,0.7,-0.01,-0.041,0.022
+Toto-2.0-313m,TS-ICL,0.6,0.3,0.9,-0.066,-0.24,0.061
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-Toto-2.0-313m,FlowState,0.6,0.3,0.9,-0.023,-0.259,0.177
 Toto-2.0-313m,TabPFN-TS,0.5,0.2,0.8,-0.053,-0.178,0.058
 Toto-2.0-313m,Chronos-Bolt,0.6,0.3,0.9,-0.052,-0.209,0.086
 Toto-2.0-313m,Seasonal Naive,0.8,0.6,1.0,0.348,0.132,0.525
 Toto-1.0,Chronos-2,0.4,0.1,0.7,-0.002,-0.084,0.072
-Toto-1.0,TimesFM-2.5,0.4,0.1,0.7,-0.004,-0.128,0.098
 Toto-1.0,TiRex-2,0.5,0.2,0.8,0.048,-0.035,0.131
-Toto-1.0,citras-fm,0.3,0.0,0.6,-0.001,-0.05,0.048
+Toto-1.0,TimesFM-2.5,0.4,0.1,0.7,-0.004,-0.128,0.098
 Toto-1.0,TabPFN-TS-3,0.4,0.1,0.7,0.045,-0.068,0.161
+Toto-1.0,citras-fm,0.3,0.0,0.6,-0.001,-0.05,0.048
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 Toto-1.0,Toto-2.0-2.5B,0.6,0.3,0.9,0.084,0.009,0.152
 Toto-1.0,TiRex,0.4,0.1,0.7,0.023,-0.045,0.09
 Toto-1.0,Toto-2.0-313m,0.6,0.3,0.9,0.084,-0.003,0.17
 Toto-1.0,Toto-1.0,0.5,0.5,0.5,0.0,0.0,0.0
 Toto-1.0,Toto-2.0-22m,0.6,0.3,0.9,0.075,-0.005,0.157
+Toto-1.0,TS-ICL,0.4,0.1,0.7,0.024,-0.052,0.095
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-Toto-1.0,FlowState,0.5,0.2,0.8,0.063,-0.138,0.234
 Toto-1.0,TabPFN-TS,0.5,0.2,0.8,0.035,-0.044,0.112
 Toto-1.0,Chronos-Bolt,0.5,0.2,0.8,0.036,-0.076,0.13
 Toto-1.0,Seasonal Naive,0.9,0.7,1.0,0.403,0.197,0.565
 Toto-2.0-22m,Chronos-2,0.3,0.1,0.6,-0.083,-0.222,0.035
-Toto-2.0-22m,TimesFM-2.5,0.4,0.1,0.7,-0.085,-0.205,0.017
 Toto-2.0-22m,TiRex-2,0.2,0.0,0.5,-0.029,-0.089,0.033
-Toto-2.0-22m,citras-fm,0.4,0.1,0.7,-0.082,-0.188,0.014
+Toto-2.0-22m,TimesFM-2.5,0.4,0.1,0.7,-0.085,-0.205,0.017
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+Toto-2.0-22m,citras-fm,0.4,0.1,0.7,-0.082,-0.188,0.014
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 Toto-2.0-22m,Toto-2.0-2.5B,0.4,0.1,0.7,0.009,-0.056,0.088
 Toto-2.0-22m,TiRex,0.6,0.3,0.9,-0.056,-0.134,0.016
 Toto-2.0-22m,Toto-2.0-313m,0.6,0.3,0.9,0.01,-0.023,0.039
 Toto-2.0-22m,Toto-1.0,0.4,0.1,0.7,-0.081,-0.186,0.005
 Toto-2.0-22m,Toto-2.0-22m,0.5,0.5,0.5,0.0,0.0,0.0
+Toto-2.0-22m,TS-ICL,0.6,0.3,0.9,-0.055,-0.218,0.068
 Toto-2.0-22m,Toto-2.0-1B,0.7,0.4,1.0,0.014,-0.027,0.061
-Toto-2.0-22m,FlowState,0.6,0.3,0.9,-0.013,-0.226,0.175
 Toto-2.0-22m,TabPFN-TS,0.5,0.2,0.8,-0.043,-0.15,0.064
 Toto-2.0-22m,Chronos-Bolt,0.6,0.3,0.9,-0.042,-0.184,0.09
 Toto-2.0-22m,Seasonal Naive,0.8,0.6,1.0,0.355,0.161,0.532
+TS-ICL,Chronos-2,0.3,0.1,0.6,-0.026,-0.088,0.019
+TS-ICL,TiRex-2,0.4,0.1,0.7,0.025,-0.071,0.148
+TS-ICL,TimesFM-2.5,0.4,0.1,0.7,-0.028,-0.158,0.095
+TS-ICL,TabPFN-TS-3,0.4,0.1,0.7,0.022,-0.078,0.119
+TS-ICL,citras-fm,0.4,0.1,0.7,-0.025,-0.084,0.036
+TS-ICL,Moirai-2.0,0.5,0.2,0.8,-0.048,-0.132,0.02
+TS-ICL,Toto-2.0-2.5B,0.4,0.1,0.7,0.061,-0.038,0.165
+TS-ICL,TiRex,0.4,0.1,0.7,-0.0,-0.086,0.09
+TS-ICL,Toto-2.0-313m,0.4,0.1,0.7,0.062,-0.064,0.194
+TS-ICL,Toto-1.0,0.6,0.3,0.9,-0.024,-0.105,0.05
+TS-ICL,Toto-2.0-22m,0.4,0.1,0.7,0.053,-0.073,0.179
+TS-ICL,TS-ICL,0.5,0.5,0.5,0.0,0.0,0.0
+TS-ICL,Toto-2.0-1B,0.4,0.1,0.7,0.066,-0.037,0.185
+TS-ICL,TabPFN-TS,0.6,0.3,0.9,0.012,-0.06,0.085
+TS-ICL,Chronos-Bolt,0.7,0.4,0.9,0.013,-0.093,0.11
+TS-ICL,Seasonal Naive,0.9,0.7,1.0,0.389,0.192,0.54
 Toto-2.0-1B,Chronos-2,0.4,0.1,0.7,-0.099,-0.221,0.002
-Toto-2.0-1B,TimesFM-2.5,0.5,0.2,0.8,-0.101,-0.247,0.007
 Toto-2.0-1B,TiRex-2,0.3,0.1,0.6,-0.044,-0.097,-0.002
-Toto-2.0-1B,citras-fm,0.5,0.2,0.8,-0.098,-0.191,-0.015
+Toto-2.0-1B,TimesFM-2.5,0.5,0.2,0.8,-0.101,-0.247,0.007
 Toto-2.0-1B,TabPFN-TS-3,0.4,0.1,0.7,-0.048,-0.173,0.078
+Toto-2.0-1B,citras-fm,0.5,0.2,0.8,-0.098,-0.191,-0.015
 Toto-2.0-1B,Moirai-2.0,0.5,0.2,0.8,-0.122,-0.282,0.011
 Toto-2.0-1B,Toto-2.0-2.5B,0.4,0.1,0.7,-0.005,-0.04,0.031
 Toto-2.0-1B,TiRex,0.4,0.1,0.7,-0.071,-0.164,0.009
 Toto-2.0-1B,Toto-2.0-313m,0.4,0.1,0.7,-0.005,-0.039,0.023
 Toto-2.0-1B,Toto-1.0,0.4,0.1,0.7,-0.097,-0.189,-0.013
 Toto-2.0-1B,Toto-2.0-22m,0.3,0.0,0.6,-0.015,-0.065,0.026
+Toto-2.0-1B,TS-ICL,0.6,0.3,0.9,-0.071,-0.228,0.036
 Toto-2.0-1B,Toto-2.0-1B,0.5,0.5,0.5,0.0,0.0,0.0
-Toto-2.0-1B,FlowState,0.6,0.3,0.9,-0.028,-0.249,0.159
 Toto-2.0-1B,TabPFN-TS,0.6,0.3,0.9,-0.058,-0.16,0.033
 Toto-2.0-1B,Chronos-Bolt,0.6,0.3,0.9,-0.057,-0.209,0.061
 Toto-2.0-1B,Seasonal Naive,0.8,0.6,1.0,0.345,0.128,0.509
-FlowState,Chronos-2,0.4,0.1,0.7,-0.069,-0.237,0.088
-FlowState,TimesFM-2.5,0.3,0.0,0.6,-0.071,-0.222,0.039
-FlowState,TiRex-2,0.4,0.1,0.7,-0.016,-0.205,0.141
-FlowState,citras-fm,0.3,0.0,0.6,-0.068,-0.247,0.091
-FlowState,TabPFN-TS-3,0.4,0.1,0.7,-0.019,-0.12,0.069
-FlowState,Moirai-2.0,0.3,0.0,0.6,-0.091,-0.255,0.048
-FlowState,Toto-2.0-2.5B,0.4,0.1,0.7,0.022,-0.186,0.209
-FlowState,TiRex,0.4,0.1,0.7,-0.042,-0.225,0.094
-FlowState,Toto-2.0-313m,0.4,0.1,0.7,0.023,-0.215,0.206
-FlowState,Toto-1.0,0.5,0.2,0.8,-0.067,-0.305,0.121
-FlowState,Toto-2.0-22m,0.4,0.1,0.7,0.013,-0.212,0.184
-FlowState,Toto-2.0-1B,0.4,0.1,0.7,0.027,-0.189,0.2
-FlowState,FlowState,0.5,0.5,0.5,0.0,0.0,0.0
-FlowState,TabPFN-TS,0.5,0.2,0.8,-0.03,-0.177,0.097
-FlowState,Chronos-Bolt,0.6,0.3,0.9,-0.029,-0.166,0.091
-FlowState,Seasonal Naive,0.9,0.7,1.0,0.363,0.225,0.479
 TabPFN-TS,Chronos-2,0.2,0.0,0.4,-0.038,-0.088,0.004
-TabPFN-TS,TimesFM-2.5,0.3,0.0,0.6,-0.041,-0.123,0.027
 TabPFN-TS,TiRex-2,0.4,0.1,0.7,0.013,-0.055,0.084
-TabPFN-TS,citras-fm,0.3,0.0,0.6,-0.037,-0.1,0.014
+TabPFN-TS,TimesFM-2.5,0.3,0.0,0.6,-0.041,-0.123,0.027
 TabPFN-TS,TabPFN-TS-3,0.4,0.1,0.7,0.01,-0.049,0.07
+TabPFN-TS,citras-fm,0.3,0.0,0.6,-0.037,-0.1,0.014
 TabPFN-TS,Moirai-2.0,0.4,0.1,0.7,-0.06,-0.144,0.016
 TabPFN-TS,Toto-2.0-2.5B,0.4,0.1,0.7,0.05,-0.037,0.136
 TabPFN-TS,TiRex,0.4,0.1,0.7,-0.012,-0.077,0.044
 TabPFN-TS,Toto-2.0-313m,0.5,0.2,0.8,0.051,-0.061,0.151
 TabPFN-TS,Toto-1.0,0.5,0.2,0.8,-0.036,-0.126,0.043
 TabPFN-TS,Toto-2.0-22m,0.5,0.2,0.8,0.041,-0.069,0.13
+TabPFN-TS,TS-ICL,0.4,0.1,0.7,-0.012,-0.092,0.057
 TabPFN-TS,Toto-2.0-1B,0.4,0.1,0.7,0.055,-0.034,0.138
-TabPFN-TS,FlowState,0.5,0.2,0.8,0.029,-0.108,0.151
 TabPFN-TS,TabPFN-TS,0.5,0.5,0.5,0.0,0.0,0.0
 TabPFN-TS,Chronos-Bolt,0.5,0.2,0.8,0.001,-0.077,0.073
 TabPFN-TS,Seasonal Naive,0.9,0.7,1.0,0.381,0.215,0.518
 Chronos-Bolt,Chronos-2,0.3,0.1,0.6,-0.039,-0.149,0.066
-Chronos-Bolt,TimesFM-2.5,0.2,0.0,0.4,-0.042,-0.113,0.018
 Chronos-Bolt,TiRex-2,0.4,0.1,0.7,0.012,-0.091,0.113
-Chronos-Bolt,citras-fm,0.4,0.1,0.7,-0.038,-0.126,0.053
+Chronos-Bolt,TimesFM-2.5,0.2,0.0,0.4,-0.042,-0.113,0.018
 Chronos-Bolt,TabPFN-TS-3,0.4,0.1,0.7,0.009,-0.059,0.073
+Chronos-Bolt,citras-fm,0.4,0.1,0.7,-0.038,-0.126,0.053
 Chronos-Bolt,Moirai-2.0,0.25,0.049,0.5,-0.061,-0.147,0.013
 Chronos-Bolt,Toto-2.0-2.5B,0.4,0.1,0.7,0.049,-0.067,0.18
 Chronos-Bolt,TiRex,0.3,0.1,0.6,-0.013,-0.106,0.062
 Chronos-Bolt,Toto-2.0-313m,0.4,0.1,0.7,0.05,-0.094,0.173
 Chronos-Bolt,Toto-1.0,0.5,0.2,0.8,-0.037,-0.15,0.071
 Chronos-Bolt,Toto-2.0-22m,0.4,0.1,0.7,0.04,-0.099,0.156
+Chronos-Bolt,TS-ICL,0.3,0.1,0.6,-0.013,-0.123,0.085
 Chronos-Bolt,Toto-2.0-1B,0.4,0.1,0.7,0.054,-0.065,0.173
-Chronos-Bolt,FlowState,0.4,0.1,0.7,0.028,-0.1,0.142
 Chronos-Bolt,TabPFN-TS,0.5,0.2,0.8,-0.001,-0.078,0.072
 Chronos-Bolt,Chronos-Bolt,0.5,0.5,0.5,0.0,0.0,0.0
 Chronos-Bolt,Seasonal Naive,1.0,1.0,1.0,0.381,0.242,0.501
 Seasonal Naive,Chronos-2,0.1,0.0,0.3,-0.678,-1.217,-0.268
-Seasonal Naive,TimesFM-2.5,0.0,0.0,0.0,-0.682,-1.155,-0.354
 Seasonal Naive,TiRex-2,0.1,0.0,0.3,-0.595,-1.088,-0.234
-Seasonal Naive,citras-fm,0.1,0.0,0.3,-0.677,-1.229,-0.279
+Seasonal Naive,TimesFM-2.5,0.0,0.0,0.0,-0.682,-1.155,-0.354
 Seasonal Naive,TabPFN-TS-3,0.1,0.0,0.3,-0.6,-0.979,-0.302
+Seasonal Naive,citras-fm,0.1,0.0,0.3,-0.677,-1.229,-0.279
 Seasonal Naive,Moirai-2.0,0.0,0.0,0.0,-0.714,-1.293,-0.32
 Seasonal Naive,Toto-2.0-2.5B,0.2,0.0,0.4,-0.535,-1.053,-0.133
 Seasonal Naive,TiRex,0.1,0.0,0.3,-0.636,-1.186,-0.275
 Seasonal Naive,Toto-2.0-313m,0.2,0.0,0.4,-0.535,-1.104,-0.153
 Seasonal Naive,Toto-1.0,0.1,0.0,0.3,-0.676,-1.297,-0.246
 Seasonal Naive,Toto-2.0-22m,0.2,0.0,0.4,-0.55,-1.137,-0.191
+Seasonal Naive,TS-ICL,0.1,0.0,0.3,-0.636,-1.172,-0.237
 Seasonal Naive,Toto-2.0-1B,0.2,0.0,0.4,-0.527,-1.038,-0.147
-Seasonal Naive,FlowState,0.1,0.0,0.3,-0.57,-0.92,-0.291
 Seasonal Naive,TabPFN-TS,0.1,0.0,0.3,-0.617,-1.074,-0.273
 Seasonal Naive,Chronos-Bolt,0.0,0.0,0.0,-0.615,-1.006,-0.319
 Seasonal Naive,Seasonal Naive,0.5,0.5,0.5,0.0,0.0,0.0

tables/domain_mobility/leaderboard_MASE.csv

@@ -1,30 +1,31 @@
 model_name,win_rate,skill_score,median_training_time_s_per100,median_inference_time_s_per100,training_corpus_overlap,num_failures
-Chronos-2,89.79591836734696,31.297845826674763,0.0,0.3612539066666667,0.0,0.0
-Toto-2.0-1B,86.73469387755102,29.93744282184213,0.0,2.398295585576923,0.0,0.0
-TimesFM-2.5,83.16326530612247,30.08997810079499,0.0,1.0402703727564104,0.0,0.0
-Toto-2.0-313m,82.14285714285715,29.655413564276433,0.0,1.0909461926282051,0.0,0.0
-Toto-2.0-2.5B,80.61224489795919,29.34036054759431,0.0,5.510428407333333,0.0,0.0
-FlowState,77.55102040816327,28.358976057331542,0.0,1.8156494689102565,0.0,0.0
-TiRex,76.53061224489797,28.869849458291053,0.0,0.34079166541795664,0.0,0.0
+Chronos-2,89.16256157635469,31.297845826674763,0.0,0.3612539066666667,0.0,0.0
+Toto-2.0-1B,86.69950738916256,29.93744282184213,0.0,2.398295585576923,0.0,0.0
+TimesFM-2.5,83.25123152709362,30.08997810079499,0.0,1.0402703727564104,0.0,0.0
+Toto-2.0-313m,82.26600985221675,29.655413564276433,0.0,1.0909461926282051,0.0,0.0
+Toto-2.0-2.5B,80.29556650246306,29.34036054759431,0.0,5.510428407333333,0.0,0.0
+FlowState,76.35467980295566,28.358976057331542,0.0,1.8156494689102565,0.0,0.0
+TiRex,75.86206896551722,28.869849458291053,0.0,0.34079166541795664,0.0,0.0
 TiRex-2,71.42857142857143,28.6618144795166,0.0,0.11997201882198961,0.0,0.0
-Toto-2.0-22m,67.3469387755102,27.624459375998768,0.0,0.22678239423076924,0.0,0.0
-TabPFN-TS-3,66.83673469387755,26.238904121348316,0.0,258.6113400144229,0.0,0.0
-TFT,54.59183673469388,21.59101828180743,235.31247926551285,0.31370569066666665,0.0,0.0
-Moirai-2.0,52.806122448979586,25.335908970299936,0.0,2.231891133374613,1.0,0.0
-Chronos-Bolt,52.806122448979586,25.335908970299936,0.0,0.2157764139102564,0.0,0.0
-Toto-1.0,51.02040816326531,25.573203950705693,0.0,32.678425597307694,0.0,0.0
-citras-fm,50.51020408163265,24.96481070359039,0.0,0.550207410667402,0.0,0.0
-TabPFN-TS,48.46938775510204,24.532719864713304,0.0,157.00341927416665,0.0,0.0
-Toto-2.0-4m,47.95918367346939,23.095596464945533,0.0,0.17352653333333334,0.0,0.0
-Sundial-Base,47.95918367346938,23.393412693458927,0.0,7.825935737058823,0.0,0.0
-CatBoost,40.3061224489796,18.807513597537383,21.985520585705128,0.26383776833333333,0.0,0.0
-LightGBM,40.306122448979586,19.233879992772206,2.110697158974359,0.21163459766666667,0.0,0.0
-DeepAR,39.795918367346935,20.158757124750093,467.93394356724366,1.364175630448718,0.0,0.0
-PatchTST,35.714285714285715,16.989509965321957,225.99726746077397,0.38466677993589743,0.0,0.0
-Stat. Ensemble,26.02040816326531,7.694422260326506,0.0,226.8116654464487,0.0,14.285714285714285
-AutoARIMA,20.918367346938773,3.300627782307375,0.0,166.32244655789742,0.0,14.285714285714285
-AutoTheta,18.877551020408163,2.2840445944943277,0.0,2.6991318023333335,0.0,0.0
-Seasonal Naive,18.367346938775512,0.0,0.0,0.17224587897435897,0.0,0.0
-AutoETS,14.795918367346935,-16.79021320144407,0.0,7.4220258999999995,0.0,0.0
-Naive,5.612244897959184,-40.74006367145597,0.0,0.193622721474359,0.0,0.0
-Drift,1.0204081632653061,-55.85219582340872,0.0,0.1885455092948718,0.0,0.0
+TS-ICL,68.96551724137929,27.616306234152965,0.0,1.2980779820384505,0.0,0.0
+Toto-2.0-22m,66.99507389162561,27.624459375998768,0.0,0.22678239423076924,0.0,0.0
+TabPFN-TS-3,65.51724137931033,26.238904121348316,0.0,258.6113400144229,0.0,0.0
+TFT,53.69458128078818,21.59101828180743,235.31247926551285,0.31370569066666665,0.0,0.0
+Moirai-2.0,51.47783251231527,25.335908970299936,0.0,2.231891133374613,1.0,0.0
+Chronos-Bolt,51.47783251231527,25.335908970299936,0.0,0.2157764139102564,0.0,0.0
+Toto-1.0,50.2463054187192,25.573203950705693,0.0,32.678425597307694,0.0,0.0
+citras-fm,49.26108374384236,24.96481070359039,0.0,0.550207410667402,0.0,0.0
+TabPFN-TS,48.275862068965516,24.532719864713304,0.0,157.00341927416665,0.0,0.0
+Sundial-Base,47.29064039408866,23.393412693458927,0.0,7.825935737058823,0.0,0.0
+Toto-2.0-4m,46.79802955665024,23.095596464945533,0.0,0.17352653333333334,0.0,0.0
+CatBoost,39.4088669950739,18.807513597537383,21.985520585705128,0.26383776833333333,0.0,0.0
+LightGBM,39.40886699507389,19.233879992772206,2.110697158974359,0.21163459766666667,0.0,0.0
+DeepAR,38.916256157635466,20.158757124750093,467.93394356724366,1.364175630448718,0.0,0.0
+PatchTST,34.97536945812808,16.989509965321957,225.99726746077397,0.38466677993589743,0.0,0.0
+Stat. Ensemble,25.1231527093596,7.694422260326506,0.0,226.8116654464487,0.0,14.285714285714285
+AutoARIMA,20.197044334975367,3.300627782307375,0.0,166.32244655789742,0.0,14.285714285714285
+AutoTheta,18.226600985221676,2.2840445944943277,0.0,2.6991318023333335,0.0,0.0
+Seasonal Naive,17.733990147783253,0.0,0.0,0.17224587897435897,0.0,0.0
+AutoETS,14.285714285714288,-16.79021320144407,0.0,7.4220258999999995,0.0,0.0
+Naive,5.41871921182266,-40.74006367145597,0.0,0.193622721474359,0.0,0.0
+Drift,0.9852216748768473,-55.85219582340872,0.0,0.1885455092948718,0.0,0.0

tables/domain_mobility/leaderboard_SQL.csv

@@ -1,30 +1,31 @@
 model_name,win_rate,skill_score,median_training_time_s_per100,median_inference_time_s_per100,training_corpus_overlap,num_failures
-Chronos-2,91.83673469387756,44.0257301550027,0.0,0.3612539066666667,0.0,0.0
+Chronos-2,91.13300492610838,44.0257301550027,0.0,0.3612539066666667,0.0,0.0
 TimesFM-2.5,85.71428571428574,42.67646308976785,0.0,1.0402703727564104,0.0,0.0
-Toto-2.0-1B,85.20408163265306,42.89784402878507,0.0,2.398295585576923,0.0,0.0
-Toto-2.0-313m,81.12244897959184,42.58037472652917,0.0,1.0909461926282051,0.0,0.0
-TiRex,79.59183673469387,42.05186473784456,0.0,0.34079166541795664,0.0,0.0
-Toto-2.0-2.5B,79.59183673469387,42.389618394267615,0.0,5.510428407333333,0.0,0.0
-TiRex-2,75.51020408163265,41.88624154012951,0.0,0.11997201882198961,0.0,0.0
-FlowState,75.0,41.10947919178341,0.0,1.8156494689102565,0.0,0.0
-TabPFN-TS-3,72.95918367346938,39.7795308730858,0.0,258.6113400144229,0.0,0.0
-Toto-2.0-22m,69.89795918367346,41.25081408595533,0.0,0.22678239423076924,0.0,0.0
-TFT,59.18367346938776,35.28274979848835,235.31247926551285,0.31370569066666665,0.0,0.0
-citras-fm,54.591836734693864,37.27325369456074,0.0,0.550207410667402,0.0,0.0
-Toto-1.0,53.57142857142857,39.04058286932375,0.0,32.678425597307694,0.0,0.0
-Toto-2.0-4m,53.57142857142857,37.62294495333535,0.0,0.17352653333333334,0.0,0.0
-TabPFN-TS,51.53061224489795,36.53371858952617,0.0,157.00341927416665,0.0,0.0
-Chronos-Bolt,51.275510204081634,37.28267455060899,0.0,0.2157764139102564,0.0,0.0
-Moirai-2.0,51.275510204081634,37.28267455060899,0.0,2.231891133374613,1.0,0.0
-DeepAR,48.97959183673469,34.81362887689631,467.93394356724366,1.364175630448718,0.0,0.0
-PatchTST,43.367346938775505,28.352379402273474,225.99726746077397,0.38466677993589743,0.0,0.0
-Sundial-Base,38.265306122448976,33.55369921291073,0.0,7.825935737058823,0.0,0.0
-AutoARIMA,26.53061224489796,12.567557563101495,0.0,166.32244655789742,0.0,14.285714285714285
-CatBoost,24.48979591836735,18.14162293295429,21.985520585705128,0.26383776833333333,0.0,0.0
-Stat. Ensemble,23.46938775510204,5.668302598674924,0.0,226.8116654464487,0.0,14.285714285714285
-LightGBM,23.46938775510204,18.571486122225835,2.110697158974359,0.21163459766666667,0.0,0.0
-Seasonal Naive,17.346938775510203,0.0,0.0,0.17224587897435897,0.0,0.0
-AutoTheta,15.306122448979592,-26.740946175062753,0.0,2.6991318023333335,0.0,0.0
-AutoETS,10.714285714285712,-344.79628797747506,0.0,7.4220258999999995,0.0,0.0
-Naive,5.1020408163265305,-146.7179766143382,0.0,0.193622721474359,0.0,0.0
-Drift,1.530612244897959,-161.010293113985,0.0,0.1885455092948718,0.0,0.0
+Toto-2.0-1B,85.2216748768473,42.89784402878507,0.0,2.398295585576923,0.0,0.0
+Toto-2.0-313m,80.78817733990147,42.58037472652917,0.0,1.0909461926282051,0.0,0.0
+Toto-2.0-2.5B,79.3103448275862,42.389618394267615,0.0,5.510428407333333,0.0,0.0
+TiRex,79.31034482758619,42.05186473784456,0.0,0.34079166541795664,0.0,0.0
+TiRex-2,75.36945812807882,41.88624154012951,0.0,0.11997201882198961,0.0,0.0
+FlowState,73.89162561576356,41.10947919178341,0.0,1.8156494689102565,0.0,0.0
+TabPFN-TS-3,71.92118226600984,39.7795308730858,0.0,258.6113400144229,0.0,0.0
+TS-ICL,70.44334975369456,41.129041277782655,0.0,1.2980779820384505,0.0,0.0
+Toto-2.0-22m,69.45812807881772,41.25081408595533,0.0,0.22678239423076924,0.0,0.0
+TFT,58.12807881773401,35.28274979848835,235.31247926551285,0.31370569066666665,0.0,0.0
+citras-fm,53.201970443349744,37.27325369456074,0.0,0.550207410667402,0.0,0.0
+Toto-2.0-4m,52.709359605911324,37.62294495333535,0.0,0.17352653333333334,0.0,0.0
+Toto-1.0,52.21674876847291,39.04058286932375,0.0,32.678425597307694,0.0,0.0
+TabPFN-TS,50.73891625615763,36.53371858952617,0.0,157.00341927416665,0.0,0.0
+Chronos-Bolt,50.0,37.28267455060899,0.0,0.2157764139102564,0.0,0.0
+Moirai-2.0,50.0,37.28267455060899,0.0,2.231891133374613,1.0,0.0
+DeepAR,47.78325123152709,34.81362887689631,467.93394356724366,1.364175630448718,0.0,0.0
+PatchTST,42.364532019704434,28.352379402273474,225.99726746077397,0.38466677993589743,0.0,0.0
+Sundial-Base,37.43842364532019,33.55369921291073,0.0,7.825935737058823,0.0,0.0
+AutoARIMA,25.615763546798032,12.567557563101495,0.0,166.32244655789742,0.0,14.285714285714285
+CatBoost,23.645320197044338,18.14162293295429,21.985520585705128,0.26383776833333333,0.0,0.0
+Stat. Ensemble,22.66009852216749,5.668302598674924,0.0,226.8116654464487,0.0,14.285714285714285
+LightGBM,22.660098522167488,18.571486122225835,2.110697158974359,0.21163459766666667,0.0,0.0
+Seasonal Naive,16.748768472906402,0.0,0.0,0.17224587897435897,0.0,0.0
+AutoTheta,14.778325123152708,-26.740946175062753,0.0,2.6991318023333335,0.0,0.0
+AutoETS,10.344827586206895,-344.79628797747506,0.0,7.4220258999999995,0.0,0.0
+Naive,4.926108374384237,-146.7179766143382,0.0,0.193622721474359,0.0,0.0
+Drift,1.477832512315271,-161.010293113985,0.0,0.1885455092948718,0.0,0.0

tables/domain_mobility/leaderboard_WAPE.csv

@@ -1,30 +1,31 @@
 model_name,win_rate,skill_score,median_training_time_s_per100,median_inference_time_s_per100,training_corpus_overlap,num_failures
-Chronos-2,87.24489795918366,31.4266145251638,0.0,0.3612539066666667,0.0,0.0
-Toto-2.0-1B,84.6938775510204,30.040761293064854,0.0,2.398295585576923,0.0,0.0
-Toto-2.0-313m,83.16326530612245,29.64325026676846,0.0,1.0909461926282051,0.0,0.0
-Toto-2.0-2.5B,82.14285714285714,29.487453453885294,0.0,5.510428407333333,0.0,0.0
-TimesFM-2.5,82.14285714285714,30.138028587482914,0.0,1.0402703727564104,0.0,0.0
-FlowState,76.53061224489797,28.54102491089481,0.0,1.8156494689102565,0.0,0.0
-TabPFN-TS-3,70.91836734693878,27.003058480070795,0.0,258.6113400144229,0.0,0.0
-TiRex,69.89795918367348,28.6697990451958,0.0,0.34079166541795664,0.0,0.0
-TiRex-2,69.89795918367348,28.23741951420192,0.0,0.11997201882198961,0.0,0.0
-Toto-2.0-22m,67.3469387755102,27.95924087455105,0.0,0.22678239423076924,0.0,0.0
-TFT,57.14285714285714,22.688998509483994,235.31247926551285,0.31370569066666665,0.0,0.0
-TabPFN-TS,52.04081632653062,25.32355760868511,0.0,157.00341927416665,0.0,0.0
-Chronos-Bolt,51.78571428571428,25.18849985695557,0.0,0.2157764139102564,0.0,0.0
-Moirai-2.0,51.78571428571428,25.18849985695557,0.0,2.231891133374613,1.0,0.0
-citras-fm,51.53061224489795,25.104163556462588,0.0,0.550207410667402,0.0,0.0
-Toto-1.0,51.02040816326531,25.92723519256259,0.0,32.678425597307694,0.0,0.0
-Toto-2.0-4m,48.97959183673469,22.970522942844074,0.0,0.17352653333333334,0.0,0.0
-Sundial-Base,46.42857142857143,23.330206407241285,0.0,7.825935737058823,0.0,0.0
-DeepAR,44.38775510204081,21.081187839834037,467.93394356724366,1.364175630448718,0.0,0.0
-CatBoost,41.32653061224491,19.108828334469262,21.985520585705128,0.26383776833333333,0.0,0.0
-LightGBM,38.265306122448976,19.415152538379978,2.110697158974359,0.21163459766666667,0.0,0.0
-PatchTST,36.73469387755102,16.97148442691696,225.99726746077397,0.38466677993589743,0.0,0.0
-Stat. Ensemble,26.530612244897956,6.5098083173125705,0.0,226.8116654464487,0.0,14.285714285714285
-AutoARIMA,22.959183673469386,2.9139047191151235,0.0,166.32244655789742,0.0,14.285714285714285
-Seasonal Naive,18.367346938775512,0.0,0.0,0.17224587897435897,0.0,0.0
-AutoTheta,16.3265306122449,0.04374386375031181,0.0,2.6991318023333335,0.0,0.0
-AutoETS,13.775510204081634,-23.08073712658869,0.0,7.4220258999999995,0.0,0.0
-Naive,5.612244897959184,-43.56382539762269,0.0,0.193622721474359,0.0,0.0
-Drift,1.0204081632653061,-58.78908533558298,0.0,0.1885455092948718,0.0,0.0
+Chronos-2,86.69950738916255,31.4266145251638,0.0,0.3612539066666667,0.0,0.0
+Toto-2.0-1B,84.72906403940887,30.040761293064854,0.0,2.398295585576923,0.0,0.0
+Toto-2.0-313m,83.25123152709361,29.64325026676846,0.0,1.0909461926282051,0.0,0.0
+TimesFM-2.5,82.26600985221675,30.138028587482914,0.0,1.0402703727564104,0.0,0.0
+Toto-2.0-2.5B,81.77339901477832,29.487453453885294,0.0,5.510428407333333,0.0,0.0
+FlowState,75.3694581280788,28.54102491089481,0.0,1.8156494689102565,0.0,0.0
+TiRex-2,69.45812807881772,28.23741951420192,0.0,0.11997201882198961,0.0,0.0
+TiRex,69.45812807881772,28.6697990451958,0.0,0.34079166541795664,0.0,0.0
+TS-ICL,69.45812807881772,27.870758295207644,0.0,1.2980779820384505,0.0,0.0
+TabPFN-TS-3,69.45812807881772,27.003058480070795,0.0,258.6113400144229,0.0,0.0
+Toto-2.0-22m,66.50246305418719,27.95924087455105,0.0,0.22678239423076924,0.0,0.0
+TFT,56.157635467980306,22.688998509483994,235.31247926551285,0.31370569066666665,0.0,0.0
+TabPFN-TS,51.72413793103448,25.32355760868511,0.0,157.00341927416665,0.0,0.0
+Moirai-2.0,50.49261083743842,25.18849985695557,0.0,2.231891133374613,1.0,0.0
+Chronos-Bolt,50.49261083743842,25.18849985695557,0.0,0.2157764139102564,0.0,0.0
+Toto-1.0,50.2463054187192,25.92723519256259,0.0,32.678425597307694,0.0,0.0
+citras-fm,50.2463054187192,25.104163556462588,0.0,0.550207410667402,0.0,0.0
+Toto-2.0-4m,48.275862068965516,22.970522942844074,0.0,0.17352653333333334,0.0,0.0
+Sundial-Base,45.812807881773395,23.330206407241285,0.0,7.825935737058823,0.0,0.0
+DeepAR,43.34975369458128,21.081187839834037,467.93394356724366,1.364175630448718,0.0,0.0
+CatBoost,40.39408866995075,19.108828334469262,21.985520585705128,0.26383776833333333,0.0,0.0
+LightGBM,37.4384236453202,19.415152538379978,2.110697158974359,0.21163459766666667,0.0,0.0
+PatchTST,35.960591133004925,16.97148442691696,225.99726746077397,0.38466677993589743,0.0,0.0
+Stat. Ensemble,25.615763546798025,6.5098083173125705,0.0,226.8116654464487,0.0,14.285714285714285
+AutoARIMA,22.16748768472906,2.9139047191151235,0.0,166.32244655789742,0.0,14.285714285714285
+Seasonal Naive,17.733990147783253,0.0,0.0,0.17224587897435897,0.0,0.0
+AutoTheta,15.763546798029559,0.04374386375031181,0.0,2.6991318023333335,0.0,0.0
+AutoETS,13.30049261083744,-23.08073712658869,0.0,7.4220258999999995,0.0,0.0
+Naive,5.41871921182266,-43.56382539762269,0.0,0.193622721474359,0.0,0.0
+Drift,0.9852216748768473,-58.78908533558298,0.0,0.1885455092948718,0.0,0.0

tables/domain_mobility/leaderboard_WQL.csv

@@ -1,30 +1,31 @@
 model_name,win_rate,skill_score,median_training_time_s_per100,median_inference_time_s_per100,training_corpus_overlap,num_failures
-Chronos-2,89.28571428571429,44.54705190137261,0.0,0.3612539066666667,0.0,0.0
-Toto-2.0-1B,85.71428571428571,43.57639471435733,0.0,2.398295585576923,0.0,0.0
-TimesFM-2.5,85.20408163265307,43.23343389055629,0.0,1.0402703727564104,0.0,0.0
-Toto-2.0-2.5B,83.16326530612244,43.15731600629924,0.0,5.510428407333333,0.0,0.0
-Toto-2.0-313m,82.14285714285715,43.095077993747296,0.0,1.0909461926282051,0.0,0.0
-TabPFN-TS-3,76.02040816326529,40.91138061014927,0.0,258.6113400144229,0.0,0.0
-TiRex,73.46938775510205,42.41994460150037,0.0,0.34079166541795664,0.0,0.0
-FlowState,72.95918367346938,41.75327825678771,0.0,1.8156494689102565,0.0,0.0
-TiRex-2,72.44897959183673,41.95261502258993,0.0,0.11997201882198961,0.0,0.0
-Toto-2.0-22m,69.89795918367346,41.89301824181608,0.0,0.22678239423076924,0.0,0.0
-TFT,62.24489795918367,36.840744132528904,235.31247926551285,0.31370569066666665,0.0,0.0
-citras-fm,55.102040816326515,37.89846253371203,0.0,0.550207410667402,0.0,0.0
-TabPFN-TS,54.08163265306122,37.74075942414697,0.0,157.00341927416665,0.0,0.0
-Toto-1.0,53.57142857142857,39.810526410008265,0.0,32.678425597307694,0.0,0.0
-Toto-2.0-4m,52.55102040816326,38.05335876302368,0.0,0.17352653333333334,0.0,0.0
-DeepAR,52.55102040816326,36.14199113093005,467.93394356724366,1.364175630448718,0.0,0.0
-Moirai-2.0,51.275510204081634,37.73183131937476,0.0,2.231891133374613,1.0,0.0
-Chronos-Bolt,51.275510204081634,37.73183131937476,0.0,0.2157764139102564,0.0,0.0
-PatchTST,39.795918367346935,28.980793211199895,225.99726746077397,0.38466677993589743,0.0,0.0
-Sundial-Base,39.28571428571428,34.17893470020018,0.0,7.825935737058823,0.0,0.0
-AutoARIMA,27.040816326530614,12.839232215840235,0.0,166.32244655789742,0.0,14.285714285714285
-CatBoost,25.000000000000007,19.204492596603718,21.985520585705128,0.26383776833333333,0.0,0.0
-LightGBM,23.979591836734695,19.51045461394707,2.110697158974359,0.21163459766666667,0.0,0.0
-Stat. Ensemble,21.938775510204085,3.9294085240204057,0.0,226.8116654464487,0.0,14.285714285714285
-Seasonal Naive,17.857142857142858,0.0,0.0,0.17224587897435897,0.0,0.0
-AutoTheta,14.795918367346935,-35.07795159983096,0.0,2.6991318023333335,0.0,0.0
-AutoETS,10.714285714285712,-351.4556695151647,0.0,7.4220258999999995,0.0,0.0
-Naive,5.1020408163265305,-144.85036530396843,0.0,0.193622721474359,0.0,0.0
-Drift,1.530612244897959,-159.03481525283004,0.0,0.1885455092948718,0.0,0.0
+Chronos-2,88.66995073891626,44.54705190137261,0.0,0.3612539066666667,0.0,0.0
+Toto-2.0-1B,85.7142857142857,43.57639471435733,0.0,2.398295585576923,0.0,0.0
+TimesFM-2.5,84.72906403940888,43.23343389055629,0.0,1.0402703727564104,0.0,0.0
+Toto-2.0-2.5B,82.26600985221675,43.15731600629924,0.0,5.510428407333333,0.0,0.0
+Toto-2.0-313m,81.2807881773399,43.095077993747296,0.0,1.0909461926282051,0.0,0.0
+TabPFN-TS-3,74.87684729064037,40.91138061014927,0.0,258.6113400144229,0.0,0.0
+TiRex,73.39901477832512,42.41994460150037,0.0,0.34079166541795664,0.0,0.0
+TS-ICL,72.90640394088668,41.94648840704044,0.0,1.2980779820384505,0.0,0.0
+TiRex-2,71.92118226600985,41.95261502258993,0.0,0.11997201882198961,0.0,0.0
+FlowState,71.92118226600984,41.75327825678771,0.0,1.8156494689102565,0.0,0.0
+Toto-2.0-22m,69.45812807881772,41.89301824181608,0.0,0.22678239423076924,0.0,0.0
+TFT,61.08374384236453,36.840744132528904,235.31247926551285,0.31370569066666665,0.0,0.0
+citras-fm,53.69458128078817,37.89846253371203,0.0,0.550207410667402,0.0,0.0
+TabPFN-TS,53.201970443349744,37.74075942414697,0.0,157.00341927416665,0.0,0.0
+Toto-1.0,52.21674876847291,39.810526410008265,0.0,32.678425597307694,0.0,0.0
+Toto-2.0-4m,51.72413793103448,38.05335876302368,0.0,0.17352653333333334,0.0,0.0
+DeepAR,51.231527093596064,36.14199113093005,467.93394356724366,1.364175630448718,0.0,0.0
+Moirai-2.0,50.000000000000014,37.73183131937476,0.0,2.231891133374613,1.0,0.0
+Chronos-Bolt,50.000000000000014,37.73183131937476,0.0,0.2157764139102564,0.0,0.0
+PatchTST,38.916256157635466,28.980793211199895,225.99726746077397,0.38466677993589743,0.0,0.0
+Sundial-Base,37.93103448275861,34.17893470020018,0.0,7.825935737058823,0.0,0.0
+AutoARIMA,26.108374384236456,12.839232215840235,0.0,166.32244655789742,0.0,14.285714285714285
+CatBoost,24.13793103448276,19.204492596603718,21.985520585705128,0.26383776833333333,0.0,0.0
+LightGBM,23.15270935960591,19.51045461394707,2.110697158974359,0.21163459766666667,0.0,0.0
+Stat. Ensemble,21.182266009852217,3.9294085240204057,0.0,226.8116654464487,0.0,14.285714285714285
+Seasonal Naive,17.24137931034483,0.0,0.0,0.17224587897435897,0.0,0.0
+AutoTheta,14.285714285714285,-35.07795159983096,0.0,2.6991318023333335,0.0,0.0
+AutoETS,10.344827586206895,-351.4556695151647,0.0,7.4220258999999995,0.0,0.0
+Naive,4.926108374384237,-144.85036530396843,0.0,0.193622721474359,0.0,0.0
+Drift,1.477832512315271,-159.03481525283004,0.0,0.1885455092948718,0.0,0.0

tables/domain_mobility/pairwise_MASE.csv

@@ -1,257 +1,257 @@
 model_1,model_2,win_rate,win_rate_lower,win_rate_upper,skill_score,skill_score_lower,skill_score_upper
 Chronos-2,Chronos-2,0.5,0.5,0.5,0.0,0.0,0.0
 Chronos-2,Toto-2.0-1B,0.571,0.286,0.857,0.019,-0.004,0.059
-Chronos-2,TimesFM-2.5,0.571,0.286,0.857,0.017,-0.024,0.061
 Chronos-2,Toto-2.0-313m,0.714,0.429,1.0,0.023,-0.005,0.069
+Chronos-2,TimesFM-2.5,0.571,0.286,0.857,0.017,-0.024,0.061
 Chronos-2,Toto-2.0-2.5B,0.571,0.286,0.857,0.028,-0.004,0.074
 Chronos-2,FlowState,0.714,0.429,1.0,0.041,0.003,0.083
 Chronos-2,TiRex,0.857,0.571,1.0,0.034,0.009,0.076
 Chronos-2,TiRex-2,0.714,0.429,1.0,0.037,0.005,0.089
-Chronos-2,TabPFN-TS-3,0.714,0.429,1.0,0.069,0.01,0.138
+Chronos-2,TS-ICL,0.714,0.429,1.0,0.051,-0.001,0.11
 Chronos-2,Toto-2.0-22m,0.857,0.571,1.0,0.051,0.009,0.117
+Chronos-2,TabPFN-TS-3,0.714,0.429,1.0,0.069,0.01,0.138
 Chronos-2,TFT,1.0,1.0,1.0,0.124,0.027,0.265
 Chronos-2,Chronos-Bolt,1.0,1.0,1.0,0.08,0.037,0.13
 Chronos-2,Moirai-2.0,1.0,1.0,1.0,0.08,0.037,0.13
 Chronos-2,Toto-1.0,1.0,1.0,1.0,0.077,0.03,0.14
-Chronos-2,citras-fm,1.0,1.0,1.0,0.084,0.035,0.145
 Chronos-2,Seasonal Naive,1.0,1.0,1.0,0.313,0.233,0.391
 Toto-2.0-1B,Chronos-2,0.429,0.143,0.714,-0.02,-0.063,0.004
 Toto-2.0-1B,Toto-2.0-1B,0.5,0.5,0.5,0.0,0.0,0.0
-Toto-2.0-1B,TimesFM-2.5,0.429,0.143,0.857,-0.002,-0.038,0.036
 Toto-2.0-1B,Toto-2.0-313m,0.714,0.429,1.0,0.004,-0.002,0.01
+Toto-2.0-1B,TimesFM-2.5,0.429,0.143,0.857,-0.002,-0.038,0.036
 Toto-2.0-1B,Toto-2.0-2.5B,0.714,0.429,1.0,0.008,-0.002,0.02
 Toto-2.0-1B,FlowState,0.571,0.143,0.861,0.022,-0.007,0.059
 Toto-2.0-1B,TiRex,0.857,0.571,1.0,0.015,0.005,0.027
 Toto-2.0-1B,TiRex-2,0.857,0.571,1.0,0.018,0.006,0.034
-Toto-2.0-1B,TabPFN-TS-3,0.714,0.429,1.0,0.05,0.004,0.118
+Toto-2.0-1B,TS-ICL,0.857,0.571,1.0,0.032,-0.003,0.073
 Toto-2.0-1B,Toto-2.0-22m,0.857,0.571,1.0,0.032,0.008,0.063
+Toto-2.0-1B,TabPFN-TS-3,0.714,0.429,1.0,0.05,0.004,0.118
 Toto-2.0-1B,TFT,0.714,0.429,1.0,0.106,0.001,0.254
 Toto-2.0-1B,Chronos-Bolt,0.857,0.571,1.0,0.062,0.022,0.111
 Toto-2.0-1B,Moirai-2.0,0.857,0.571,1.0,0.062,0.022,0.111
 Toto-2.0-1B,Toto-1.0,1.0,1.0,1.0,0.059,0.03,0.093
-Toto-2.0-1B,citras-fm,1.0,1.0,1.0,0.066,0.026,0.128
 Toto-2.0-1B,Seasonal Naive,1.0,1.0,1.0,0.299,0.225,0.368
-TimesFM-2.5,Chronos-2,0.429,0.143,0.714,-0.018,-0.065,0.024
-TimesFM-2.5,Toto-2.0-1B,0.571,0.143,0.857,0.002,-0.038,0.037
-TimesFM-2.5,TimesFM-2.5,0.5,0.5,0.5,0.0,0.0,0.0
-TimesFM-2.5,Toto-2.0-313m,0.571,0.143,0.857,0.006,-0.035,0.042
-TimesFM-2.5,Toto-2.0-2.5B,0.571,0.143,0.857,0.011,-0.025,0.043
-TimesFM-2.5,FlowState,0.857,0.571,1.0,0.024,0.01,0.038
-TimesFM-2.5,TiRex,0.571,0.143,0.857,0.017,-0.021,0.051
-TimesFM-2.5,TiRex-2,0.571,0.143,0.857,0.02,-0.024,0.062
-TimesFM-2.5,TabPFN-TS-3,0.714,0.429,1.0,0.052,0.008,0.103
-TimesFM-2.5,Toto-2.0-22m,0.714,0.286,1.0,0.034,-0.024,0.09
-TimesFM-2.5,TFT,0.714,0.429,1.0,0.108,0.007,0.239
-TimesFM-2.5,Chronos-Bolt,0.857,0.571,1.0,0.064,0.022,0.113
-TimesFM-2.5,Moirai-2.0,0.857,0.571,1.0,0.064,0.022,0.113
-TimesFM-2.5,Toto-1.0,0.714,0.286,1.0,0.061,-0.003,0.117
-TimesFM-2.5,citras-fm,1.0,1.0,1.0,0.068,0.029,0.115
-TimesFM-2.5,Seasonal Naive,1.0,1.0,1.0,0.301,0.204,0.39
 Toto-2.0-313m,Chronos-2,0.286,0.0,0.571,-0.024,-0.074,0.005
 Toto-2.0-313m,Toto-2.0-1B,0.286,0.0,0.571,-0.004,-0.011,0.002
-Toto-2.0-313m,TimesFM-2.5,0.429,0.143,0.857,-0.006,-0.044,0.033
 Toto-2.0-313m,Toto-2.0-313m,0.5,0.5,0.5,0.0,0.0,0.0
+Toto-2.0-313m,TimesFM-2.5,0.429,0.143,0.857,-0.006,-0.044,0.033
 Toto-2.0-313m,Toto-2.0-2.5B,0.714,0.429,1.0,0.004,-0.004,0.013
 Toto-2.0-313m,FlowState,0.571,0.143,0.861,0.018,-0.014,0.057
 Toto-2.0-313m,TiRex,0.714,0.429,1.0,0.011,-0.002,0.025
 Toto-2.0-313m,TiRex-2,0.857,0.571,1.0,0.014,0.003,0.027
-Toto-2.0-313m,TabPFN-TS-3,0.714,0.429,1.0,0.046,0.0,0.113
+Toto-2.0-313m,TS-ICL,0.857,0.571,1.0,0.028,-0.003,0.067
 Toto-2.0-313m,Toto-2.0-22m,0.857,0.571,1.0,0.028,0.006,0.055
+Toto-2.0-313m,TabPFN-TS-3,0.714,0.429,1.0,0.046,0.0,0.113
 Toto-2.0-313m,TFT,0.714,0.429,1.0,0.103,-0.008,0.254
 Toto-2.0-313m,Chronos-Bolt,0.857,0.571,1.0,0.058,0.019,0.105
 Toto-2.0-313m,Moirai-2.0,0.857,0.571,1.0,0.058,0.019,0.105
 Toto-2.0-313m,Toto-1.0,1.0,1.0,1.0,0.055,0.028,0.086
-Toto-2.0-313m,citras-fm,0.857,0.571,1.0,0.063,0.02,0.124
 Toto-2.0-313m,Seasonal Naive,1.0,1.0,1.0,0.297,0.224,0.365
+TimesFM-2.5,Chronos-2,0.429,0.143,0.714,-0.018,-0.065,0.024
+TimesFM-2.5,Toto-2.0-1B,0.571,0.143,0.857,0.002,-0.038,0.037
+TimesFM-2.5,Toto-2.0-313m,0.571,0.143,0.857,0.006,-0.035,0.042
+TimesFM-2.5,TimesFM-2.5,0.5,0.5,0.5,0.0,0.0,0.0
+TimesFM-2.5,Toto-2.0-2.5B,0.571,0.143,0.857,0.011,-0.025,0.043
+TimesFM-2.5,FlowState,0.857,0.571,1.0,0.024,0.01,0.038
+TimesFM-2.5,TiRex,0.571,0.143,0.857,0.017,-0.021,0.051
+TimesFM-2.5,TiRex-2,0.571,0.143,0.857,0.02,-0.024,0.062
+TimesFM-2.5,TS-ICL,0.857,0.571,1.0,0.034,0.005,0.066
+TimesFM-2.5,Toto-2.0-22m,0.714,0.286,1.0,0.034,-0.024,0.09
+TimesFM-2.5,TabPFN-TS-3,0.714,0.429,1.0,0.052,0.008,0.103
+TimesFM-2.5,TFT,0.714,0.429,1.0,0.108,0.007,0.239
+TimesFM-2.5,Chronos-Bolt,0.857,0.571,1.0,0.064,0.022,0.113
+TimesFM-2.5,Moirai-2.0,0.857,0.571,1.0,0.064,0.022,0.113
+TimesFM-2.5,Toto-1.0,0.714,0.286,1.0,0.061,-0.003,0.117
+TimesFM-2.5,Seasonal Naive,1.0,1.0,1.0,0.301,0.204,0.39
 Toto-2.0-2.5B,Chronos-2,0.429,0.143,0.714,-0.028,-0.079,0.004
 Toto-2.0-2.5B,Toto-2.0-1B,0.286,0.0,0.571,-0.009,-0.021,0.002
-Toto-2.0-2.5B,TimesFM-2.5,0.429,0.143,0.857,-0.011,-0.045,0.024
 Toto-2.0-2.5B,Toto-2.0-313m,0.286,0.0,0.571,-0.004,-0.014,0.004
+Toto-2.0-2.5B,TimesFM-2.5,0.429,0.143,0.857,-0.011,-0.045,0.024
 Toto-2.0-2.5B,Toto-2.0-2.5B,0.5,0.5,0.5,0.0,0.0,0.0
 Toto-2.0-2.5B,FlowState,0.571,0.143,0.861,0.014,-0.014,0.047
 Toto-2.0-2.5B,TiRex,0.714,0.429,1.0,0.007,-0.009,0.02
 Toto-2.0-2.5B,TiRex-2,0.714,0.429,1.0,0.01,-0.004,0.022
-Toto-2.0-2.5B,TabPFN-TS-3,0.714,0.429,1.0,0.042,0.004,0.101
+Toto-2.0-2.5B,TS-ICL,0.714,0.429,1.0,0.024,-0.002,0.054
 Toto-2.0-2.5B,Toto-2.0-22m,0.857,0.571,1.0,0.024,-0.007,0.052
+Toto-2.0-2.5B,TabPFN-TS-3,0.714,0.429,1.0,0.042,0.004,0.101
 Toto-2.0-2.5B,TFT,0.714,0.429,1.0,0.099,-0.014,0.25
 Toto-2.0-2.5B,Chronos-Bolt,1.0,1.0,1.0,0.054,0.022,0.092
 Toto-2.0-2.5B,Moirai-2.0,1.0,1.0,1.0,0.054,0.022,0.092
 Toto-2.0-2.5B,Toto-1.0,0.857,0.571,1.0,0.051,0.019,0.083
-Toto-2.0-2.5B,citras-fm,0.857,0.571,1.0,0.058,0.021,0.114
 Toto-2.0-2.5B,Seasonal Naive,1.0,1.0,1.0,0.293,0.215,0.364
 FlowState,Chronos-2,0.286,0.0,0.571,-0.043,-0.09,-0.003
 FlowState,Toto-2.0-1B,0.429,0.139,0.857,-0.023,-0.062,0.007
-FlowState,TimesFM-2.5,0.143,0.0,0.429,-0.025,-0.039,-0.01
 FlowState,Toto-2.0-313m,0.429,0.139,0.857,-0.018,-0.06,0.014
+FlowState,TimesFM-2.5,0.143,0.0,0.429,-0.025,-0.039,-0.01
 FlowState,Toto-2.0-2.5B,0.429,0.139,0.857,-0.014,-0.049,0.014
 FlowState,FlowState,0.5,0.5,0.5,0.0,0.0,0.0
 FlowState,TiRex,0.571,0.143,0.857,-0.007,-0.046,0.022
 FlowState,TiRex-2,0.571,0.143,0.857,-0.004,-0.049,0.032
-FlowState,TabPFN-TS-3,0.857,0.571,1.0,0.029,-0.01,0.081
+FlowState,TS-ICL,0.429,0.143,0.857,0.01,-0.02,0.042
 FlowState,Toto-2.0-22m,0.571,0.143,0.857,0.01,-0.052,0.063
+FlowState,TabPFN-TS-3,0.857,0.571,1.0,0.029,-0.01,0.081
 FlowState,TFT,0.714,0.429,1.0,0.086,-0.018,0.218
 FlowState,Chronos-Bolt,0.857,0.571,1.0,0.04,0.002,0.079
 FlowState,Moirai-2.0,0.857,0.571,1.0,0.04,0.002,0.079
 FlowState,Toto-1.0,0.714,0.286,1.0,0.037,-0.027,0.09
-FlowState,citras-fm,0.857,0.571,1.0,0.045,0.009,0.088
 FlowState,Seasonal Naive,1.0,1.0,1.0,0.284,0.193,0.366
 TiRex,Chronos-2,0.143,0.0,0.429,-0.035,-0.082,-0.009
 TiRex,Toto-2.0-1B,0.143,0.0,0.429,-0.015,-0.028,-0.005
-TiRex,TimesFM-2.5,0.429,0.143,0.857,-0.017,-0.054,0.02
 TiRex,Toto-2.0-313m,0.286,0.0,0.571,-0.011,-0.026,0.002
+TiRex,TimesFM-2.5,0.429,0.143,0.857,-0.017,-0.054,0.02
 TiRex,Toto-2.0-2.5B,0.286,0.0,0.571,-0.007,-0.02,0.009
 TiRex,FlowState,0.429,0.143,0.857,0.007,-0.022,0.044
 TiRex,TiRex,0.5,0.5,0.5,0.0,0.0,0.0
 TiRex,TiRex-2,0.571,0.286,0.857,0.003,-0.01,0.018
-TiRex,TabPFN-TS-3,0.714,0.429,1.0,0.036,-0.006,0.104
+TiRex,TS-ICL,0.571,0.286,0.857,0.017,-0.018,0.06
 TiRex,Toto-2.0-22m,0.714,0.286,1.0,0.017,-0.007,0.048
+TiRex,TabPFN-TS-3,0.714,0.429,1.0,0.036,-0.006,0.104
 TiRex,TFT,0.714,0.286,1.0,0.093,-0.014,0.239
 TiRex,Chronos-Bolt,1.0,1.0,1.0,0.047,0.014,0.095
 TiRex,Moirai-2.0,1.0,1.0,1.0,0.047,0.014,0.095
 TiRex,Toto-1.0,0.857,0.571,1.0,0.044,0.016,0.075
-TiRex,citras-fm,0.857,0.571,1.0,0.052,0.013,0.116
 TiRex,Seasonal Naive,1.0,1.0,1.0,0.289,0.214,0.356
 TiRex-2,Chronos-2,0.286,0.0,0.571,-0.038,-0.098,-0.005
 TiRex-2,Toto-2.0-1B,0.143,0.0,0.429,-0.018,-0.035,-0.006
-TiRex-2,TimesFM-2.5,0.429,0.143,0.857,-0.02,-0.066,0.024
 TiRex-2,Toto-2.0-313m,0.143,0.0,0.429,-0.014,-0.027,-0.003
+TiRex-2,TimesFM-2.5,0.429,0.143,0.857,-0.02,-0.066,0.024
 TiRex-2,Toto-2.0-2.5B,0.286,0.0,0.571,-0.01,-0.022,0.004
 TiRex-2,FlowState,0.429,0.143,0.857,0.004,-0.033,0.047
 TiRex-2,TiRex,0.429,0.143,0.714,-0.003,-0.018,0.01
 TiRex-2,TiRex-2,0.5,0.5,0.5,0.0,0.0,0.0
-TiRex-2,TabPFN-TS-3,0.571,0.143,0.861,0.033,-0.011,0.103
+TiRex-2,TS-ICL,0.714,0.429,1.0,0.014,-0.019,0.058
 TiRex-2,Toto-2.0-22m,0.714,0.286,1.0,0.014,-0.004,0.032
+TiRex-2,TabPFN-TS-3,0.571,0.143,0.861,0.033,-0.011,0.103
 TiRex-2,TFT,0.714,0.429,1.0,0.09,-0.031,0.244
 TiRex-2,Chronos-Bolt,0.714,0.429,1.0,0.045,0.005,0.092
 TiRex-2,Moirai-2.0,0.714,0.429,1.0,0.045,0.005,0.092
 TiRex-2,Toto-1.0,1.0,1.0,1.0,0.041,0.019,0.065
-TiRex-2,citras-fm,0.857,0.571,1.0,0.049,0.001,0.118
 TiRex-2,Seasonal Naive,1.0,1.0,1.0,0.287,0.218,0.352
-TabPFN-TS-3,Chronos-2,0.286,0.0,0.571,-0.074,-0.16,-0.01
-TabPFN-TS-3,Toto-2.0-1B,0.286,0.0,0.571,-0.053,-0.134,-0.004
-TabPFN-TS-3,TimesFM-2.5,0.286,0.0,0.571,-0.055,-0.115,-0.009
-TabPFN-TS-3,Toto-2.0-313m,0.286,0.0,0.571,-0.049,-0.128,-0.0
-TabPFN-TS-3,Toto-2.0-2.5B,0.286,0.0,0.571,-0.044,-0.112,-0.004
-TabPFN-TS-3,FlowState,0.143,0.0,0.429,-0.03,-0.088,0.01
-TabPFN-TS-3,TiRex,0.286,0.0,0.571,-0.037,-0.116,0.006
-TabPFN-TS-3,TiRex-2,0.429,0.139,0.857,-0.034,-0.114,0.011
-TabPFN-TS-3,TabPFN-TS-3,0.5,0.5,0.5,0.0,0.0,0.0
-TabPFN-TS-3,Toto-2.0-22m,0.429,0.139,0.857,-0.019,-0.118,0.04
-TabPFN-TS-3,TFT,0.571,0.143,0.857,0.059,-0.093,0.223
-TabPFN-TS-3,Chronos-Bolt,0.857,0.571,1.0,0.012,-0.03,0.051
-TabPFN-TS-3,Moirai-2.0,0.857,0.571,1.0,0.012,-0.03,0.051
-TabPFN-TS-3,Toto-1.0,0.714,0.286,1.0,0.009,-0.092,0.07
-TabPFN-TS-3,citras-fm,0.857,0.571,1.0,0.017,0.0,0.031
-TabPFN-TS-3,Seasonal Naive,0.857,0.571,1.0,0.262,0.138,0.349
+TS-ICL,Chronos-2,0.286,0.0,0.571,-0.054,-0.124,0.001
+TS-ICL,Toto-2.0-1B,0.143,0.0,0.429,-0.033,-0.079,0.003
+TS-ICL,Toto-2.0-313m,0.143,0.0,0.429,-0.029,-0.072,0.003
+TS-ICL,TimesFM-2.5,0.143,0.0,0.429,-0.035,-0.07,-0.005
+TS-ICL,Toto-2.0-2.5B,0.286,0.0,0.571,-0.024,-0.057,0.002
+TS-ICL,FlowState,0.571,0.143,0.857,-0.01,-0.044,0.019
+TS-ICL,TiRex,0.429,0.143,0.714,-0.018,-0.064,0.017
+TS-ICL,TiRex-2,0.286,0.0,0.571,-0.015,-0.061,0.019
+TS-ICL,TS-ICL,0.5,0.5,0.5,0.0,0.0,0.0
+TS-ICL,Toto-2.0-22m,0.429,0.143,0.857,-0.0,-0.061,0.042
+TS-ICL,TabPFN-TS-3,0.714,0.286,1.0,0.019,-0.016,0.06
+TS-ICL,TFT,0.714,0.429,1.0,0.077,-0.055,0.224
+TS-ICL,Chronos-Bolt,0.857,0.571,1.0,0.031,-0.003,0.072
+TS-ICL,Moirai-2.0,0.857,0.571,1.0,0.031,-0.003,0.072
+TS-ICL,Toto-1.0,0.714,0.286,1.0,0.027,-0.03,0.072
+TS-ICL,Seasonal Naive,1.0,1.0,1.0,0.276,0.175,0.361
 Toto-2.0-22m,Chronos-2,0.143,0.0,0.429,-0.053,-0.133,-0.009
 Toto-2.0-22m,Toto-2.0-1B,0.143,0.0,0.429,-0.033,-0.067,-0.008
-Toto-2.0-22m,TimesFM-2.5,0.286,0.0,0.714,-0.035,-0.099,0.024
 Toto-2.0-22m,Toto-2.0-313m,0.143,0.0,0.429,-0.029,-0.058,-0.006
+Toto-2.0-22m,TimesFM-2.5,0.286,0.0,0.714,-0.035,-0.099,0.024
 Toto-2.0-22m,Toto-2.0-2.5B,0.143,0.0,0.429,-0.024,-0.055,0.007
 Toto-2.0-22m,FlowState,0.429,0.143,0.857,-0.01,-0.067,0.049
 Toto-2.0-22m,TiRex,0.286,0.0,0.714,-0.018,-0.05,0.007
 Toto-2.0-22m,TiRex-2,0.286,0.0,0.714,-0.015,-0.033,0.004
-Toto-2.0-22m,TabPFN-TS-3,0.571,0.143,0.861,0.019,-0.042,0.106
+Toto-2.0-22m,TS-ICL,0.571,0.143,0.857,0.0,-0.043,0.057
 Toto-2.0-22m,Toto-2.0-22m,0.5,0.5,0.5,0.0,0.0,0.0
+Toto-2.0-22m,TabPFN-TS-3,0.571,0.143,0.861,0.019,-0.042,0.106
 Toto-2.0-22m,TFT,0.571,0.143,0.857,0.077,-0.063,0.239
 Toto-2.0-22m,Chronos-Bolt,0.714,0.429,1.0,0.031,-0.021,0.093
 Toto-2.0-22m,Moirai-2.0,0.714,0.429,1.0,0.031,-0.021,0.093
 Toto-2.0-22m,Toto-1.0,1.0,1.0,1.0,0.028,0.015,0.041
-Toto-2.0-22m,citras-fm,0.714,0.429,1.0,0.035,-0.032,0.122
 Toto-2.0-22m,Seasonal Naive,1.0,1.0,1.0,0.276,0.213,0.338
+TabPFN-TS-3,Chronos-2,0.286,0.0,0.571,-0.074,-0.16,-0.01
+TabPFN-TS-3,Toto-2.0-1B,0.286,0.0,0.571,-0.053,-0.134,-0.004
+TabPFN-TS-3,Toto-2.0-313m,0.286,0.0,0.571,-0.049,-0.128,-0.0
+TabPFN-TS-3,TimesFM-2.5,0.286,0.0,0.571,-0.055,-0.115,-0.009
+TabPFN-TS-3,Toto-2.0-2.5B,0.286,0.0,0.571,-0.044,-0.112,-0.004
+TabPFN-TS-3,FlowState,0.143,0.0,0.429,-0.03,-0.088,0.01
+TabPFN-TS-3,TiRex,0.286,0.0,0.571,-0.037,-0.116,0.006
+TabPFN-TS-3,TiRex-2,0.429,0.139,0.857,-0.034,-0.114,0.011
+TabPFN-TS-3,TS-ICL,0.286,0.0,0.714,-0.019,-0.064,0.016
+TabPFN-TS-3,Toto-2.0-22m,0.429,0.139,0.857,-0.019,-0.118,0.04
+TabPFN-TS-3,TabPFN-TS-3,0.5,0.5,0.5,0.0,0.0,0.0
+TabPFN-TS-3,TFT,0.571,0.143,0.857,0.059,-0.093,0.223
+TabPFN-TS-3,Chronos-Bolt,0.857,0.571,1.0,0.012,-0.03,0.051
+TabPFN-TS-3,Moirai-2.0,0.857,0.571,1.0,0.012,-0.03,0.051
+TabPFN-TS-3,Toto-1.0,0.714,0.286,1.0,0.009,-0.092,0.07
+TabPFN-TS-3,Seasonal Naive,0.857,0.571,1.0,0.262,0.138,0.349
 TFT,Chronos-2,0.0,0.0,0.0,-0.141,-0.36,-0.027
 TFT,Toto-2.0-1B,0.286,0.0,0.571,-0.119,-0.341,-0.001
-TFT,TimesFM-2.5,0.286,0.0,0.571,-0.122,-0.315,-0.008
 TFT,Toto-2.0-313m,0.286,0.0,0.571,-0.115,-0.341,0.008
+TFT,TimesFM-2.5,0.286,0.0,0.571,-0.122,-0.315,-0.008
 TFT,Toto-2.0-2.5B,0.286,0.0,0.571,-0.11,-0.334,0.014
 TFT,FlowState,0.286,0.0,0.571,-0.094,-0.279,0.017
 TFT,TiRex,0.286,0.0,0.714,-0.102,-0.314,0.014
 TFT,TiRex-2,0.286,0.0,0.571,-0.099,-0.323,0.03
-TFT,TabPFN-TS-3,0.429,0.143,0.857,-0.063,-0.288,0.085
+TFT,TS-ICL,0.286,0.0,0.571,-0.083,-0.289,0.052
 TFT,Toto-2.0-22m,0.429,0.143,0.857,-0.083,-0.314,0.06
+TFT,TabPFN-TS-3,0.429,0.143,0.857,-0.063,-0.288,0.085
 TFT,TFT,0.5,0.5,0.5,0.0,0.0,0.0
 TFT,Chronos-Bolt,0.571,0.282,0.857,-0.05,-0.267,0.086
 TFT,Moirai-2.0,0.571,0.282,0.857,-0.05,-0.267,0.086
 TFT,Toto-1.0,0.429,0.143,0.857,-0.054,-0.283,0.085
-TFT,citras-fm,0.571,0.282,0.857,-0.045,-0.252,0.095
 TFT,Seasonal Naive,0.857,0.571,1.0,0.216,0.01,0.356
 Chronos-Bolt,Chronos-2,0.0,0.0,0.0,-0.087,-0.149,-0.038
 Chronos-Bolt,Toto-2.0-1B,0.143,0.0,0.429,-0.066,-0.125,-0.023
-Chronos-Bolt,TimesFM-2.5,0.143,0.0,0.429,-0.068,-0.127,-0.022
 Chronos-Bolt,Toto-2.0-313m,0.143,0.0,0.429,-0.061,-0.117,-0.019
+Chronos-Bolt,TimesFM-2.5,0.143,0.0,0.429,-0.068,-0.127,-0.022
 Chronos-Bolt,Toto-2.0-2.5B,0.0,0.0,0.0,-0.057,-0.102,-0.022
 Chronos-Bolt,FlowState,0.143,0.0,0.429,-0.042,-0.086,-0.002
 Chronos-Bolt,TiRex,0.0,0.0,0.0,-0.05,-0.105,-0.014
 Chronos-Bolt,TiRex-2,0.286,0.0,0.571,-0.047,-0.101,-0.005
-Chronos-Bolt,TabPFN-TS-3,0.143,0.0,0.429,-0.012,-0.053,0.029
+Chronos-Bolt,TS-ICL,0.143,0.0,0.429,-0.032,-0.078,0.003
 Chronos-Bolt,Toto-2.0-22m,0.286,0.0,0.571,-0.032,-0.103,0.021
+Chronos-Bolt,TabPFN-TS-3,0.143,0.0,0.429,-0.012,-0.053,0.029
 Chronos-Bolt,TFT,0.429,0.143,0.718,0.048,-0.094,0.21
 Chronos-Bolt,Chronos-Bolt,0.5,0.5,0.5,0.0,0.0,0.0
 Chronos-Bolt,Moirai-2.0,0.5,0.5,0.5,0.0,0.0,0.0
 Chronos-Bolt,Toto-1.0,0.571,0.143,0.857,-0.003,-0.07,0.045
-Chronos-Bolt,citras-fm,0.714,0.286,1.0,0.005,-0.032,0.04
 Chronos-Bolt,Seasonal Naive,1.0,1.0,1.0,0.253,0.16,0.33
 Moirai-2.0,Chronos-2,0.0,0.0,0.0,-0.087,-0.149,-0.038
 Moirai-2.0,Toto-2.0-1B,0.143,0.0,0.429,-0.066,-0.125,-0.023
-Moirai-2.0,TimesFM-2.5,0.143,0.0,0.429,-0.068,-0.127,-0.022
 Moirai-2.0,Toto-2.0-313m,0.143,0.0,0.429,-0.061,-0.117,-0.019
+Moirai-2.0,TimesFM-2.5,0.143,0.0,0.429,-0.068,-0.127,-0.022
 Moirai-2.0,Toto-2.0-2.5B,0.0,0.0,0.0,-0.057,-0.102,-0.022
 Moirai-2.0,FlowState,0.143,0.0,0.429,-0.042,-0.086,-0.002
 Moirai-2.0,TiRex,0.0,0.0,0.0,-0.05,-0.105,-0.014
 Moirai-2.0,TiRex-2,0.286,0.0,0.571,-0.047,-0.101,-0.005
-Moirai-2.0,TabPFN-TS-3,0.143,0.0,0.429,-0.012,-0.053,0.029
+Moirai-2.0,TS-ICL,0.143,0.0,0.429,-0.032,-0.078,0.003
 Moirai-2.0,Toto-2.0-22m,0.286,0.0,0.571,-0.032,-0.103,0.021
+Moirai-2.0,TabPFN-TS-3,0.143,0.0,0.429,-0.012,-0.053,0.029
 Moirai-2.0,TFT,0.429,0.143,0.718,0.048,-0.094,0.21
 Moirai-2.0,Chronos-Bolt,0.5,0.5,0.5,0.0,0.0,0.0
 Moirai-2.0,Moirai-2.0,0.5,0.5,0.5,0.0,0.0,0.0
 Moirai-2.0,Toto-1.0,0.571,0.143,0.857,-0.003,-0.07,0.045
-Moirai-2.0,citras-fm,0.714,0.286,1.0,0.005,-0.032,0.04
 Moirai-2.0,Seasonal Naive,1.0,1.0,1.0,0.253,0.16,0.33
 Toto-1.0,Chronos-2,0.0,0.0,0.0,-0.083,-0.163,-0.031
 Toto-1.0,Toto-2.0-1B,0.0,0.0,0.0,-0.062,-0.103,-0.031
-Toto-1.0,TimesFM-2.5,0.286,0.0,0.714,-0.065,-0.133,0.003
 Toto-1.0,Toto-2.0-313m,0.0,0.0,0.0,-0.058,-0.094,-0.029
+Toto-1.0,TimesFM-2.5,0.286,0.0,0.714,-0.065,-0.133,0.003
 Toto-1.0,Toto-2.0-2.5B,0.143,0.0,0.429,-0.053,-0.09,-0.019
 Toto-1.0,FlowState,0.286,0.0,0.714,-0.039,-0.099,0.026
 Toto-1.0,TiRex,0.143,0.0,0.429,-0.046,-0.081,-0.016
 Toto-1.0,TiRex-2,0.0,0.0,0.0,-0.043,-0.069,-0.019
-Toto-1.0,TabPFN-TS-3,0.286,0.0,0.714,-0.009,-0.076,0.084
+Toto-1.0,TS-ICL,0.286,0.0,0.714,-0.028,-0.078,0.029
 Toto-1.0,Toto-2.0-22m,0.0,0.0,0.0,-0.028,-0.043,-0.016
+Toto-1.0,TabPFN-TS-3,0.286,0.0,0.714,-0.009,-0.076,0.084
 Toto-1.0,TFT,0.571,0.143,0.857,0.051,-0.093,0.221
 Toto-1.0,Chronos-Bolt,0.429,0.143,0.857,0.003,-0.048,0.065
 Toto-1.0,Moirai-2.0,0.429,0.143,0.857,0.003,-0.048,0.065
 Toto-1.0,Toto-1.0,0.5,0.5,0.5,0.0,0.0,0.0
-Toto-1.0,citras-fm,0.429,0.143,0.857,0.008,-0.062,0.095
 Toto-1.0,Seasonal Naive,1.0,1.0,1.0,0.256,0.189,0.319
-citras-fm,Chronos-2,0.0,0.0,0.0,-0.092,-0.169,-0.037
-citras-fm,Toto-2.0-1B,0.0,0.0,0.0,-0.071,-0.147,-0.026
-citras-fm,TimesFM-2.5,0.0,0.0,0.0,-0.073,-0.13,-0.03
-citras-fm,Toto-2.0-313m,0.143,0.0,0.429,-0.067,-0.142,-0.02
-citras-fm,Toto-2.0-2.5B,0.143,0.0,0.429,-0.062,-0.128,-0.021
-citras-fm,FlowState,0.143,0.0,0.429,-0.047,-0.096,-0.009
-citras-fm,TiRex,0.143,0.0,0.429,-0.055,-0.131,-0.013
-citras-fm,TiRex-2,0.143,0.0,0.429,-0.052,-0.133,-0.001
-citras-fm,TabPFN-TS-3,0.143,0.0,0.429,-0.017,-0.032,-0.0
-citras-fm,Toto-2.0-22m,0.286,0.0,0.571,-0.037,-0.139,0.031
-citras-fm,TFT,0.429,0.143,0.718,0.043,-0.104,0.201
-citras-fm,Chronos-Bolt,0.286,0.0,0.714,-0.005,-0.042,0.031
-citras-fm,Moirai-2.0,0.286,0.0,0.714,-0.005,-0.042,0.031
-citras-fm,Toto-1.0,0.571,0.143,0.857,-0.008,-0.106,0.058
-citras-fm,citras-fm,0.5,0.5,0.5,0.0,0.0,0.0
-citras-fm,Seasonal Naive,0.857,0.571,1.0,0.25,0.129,0.34
 Seasonal Naive,Chronos-2,0.0,0.0,0.0,-0.456,-0.641,-0.304
 Seasonal Naive,Toto-2.0-1B,0.0,0.0,0.0,-0.427,-0.582,-0.291
-Seasonal Naive,TimesFM-2.5,0.0,0.0,0.0,-0.43,-0.639,-0.257
 Seasonal Naive,Toto-2.0-313m,0.0,0.0,0.0,-0.422,-0.575,-0.289
+Seasonal Naive,TimesFM-2.5,0.0,0.0,0.0,-0.43,-0.639,-0.257
 Seasonal Naive,Toto-2.0-2.5B,0.0,0.0,0.0,-0.415,-0.573,-0.274
 Seasonal Naive,FlowState,0.0,0.0,0.0,-0.396,-0.577,-0.238
 Seasonal Naive,TiRex,0.0,0.0,0.0,-0.406,-0.554,-0.272
 Seasonal Naive,TiRex-2,0.0,0.0,0.0,-0.402,-0.542,-0.279
-Seasonal Naive,TabPFN-TS-3,0.143,0.0,0.429,-0.356,-0.536,-0.16
+Seasonal Naive,TS-ICL,0.0,0.0,0.0,-0.382,-0.564,-0.212
 Seasonal Naive,Toto-2.0-22m,0.0,0.0,0.0,-0.382,-0.512,-0.27
+Seasonal Naive,TabPFN-TS-3,0.143,0.0,0.429,-0.356,-0.536,-0.16
 Seasonal Naive,TFT,0.143,0.0,0.429,-0.275,-0.552,-0.01
 Seasonal Naive,Chronos-Bolt,0.0,0.0,0.0,-0.339,-0.492,-0.191
 Seasonal Naive,Moirai-2.0,0.0,0.0,0.0,-0.339,-0.492,-0.191
 Seasonal Naive,Toto-1.0,0.0,0.0,0.0,-0.344,-0.468,-0.232
-Seasonal Naive,citras-fm,0.143,0.0,0.429,-0.333,-0.514,-0.148
 Seasonal Naive,Seasonal Naive,0.5,0.5,0.5,0.0,0.0,0.0

tables/domain_mobility/pairwise_SQL.csv

@@ -8,12 +8,12 @@ Chronos-2,TiRex,1.0,1.0,1.0,0.034,0.012,0.07
 Chronos-2,TiRex-2,0.714,0.429,1.0,0.037,0.006,0.085
 Chronos-2,FlowState,0.714,0.429,1.0,0.05,0.013,0.09
 Chronos-2,TabPFN-TS-3,0.714,0.429,1.0,0.071,0.011,0.146
+Chronos-2,TS-ICL,0.714,0.429,1.0,0.049,-0.001,0.106
 Chronos-2,Toto-2.0-22m,0.857,0.571,1.0,0.047,0.006,0.111
 Chronos-2,TFT,1.0,1.0,1.0,0.135,0.036,0.278
 Chronos-2,Toto-2.0-4m,1.0,1.0,1.0,0.103,0.044,0.169
 Chronos-2,citras-fm,1.0,1.0,1.0,0.108,0.047,0.195
 Chronos-2,Toto-1.0,1.0,1.0,1.0,0.082,0.044,0.137
-Chronos-2,TabPFN-TS,1.0,1.0,1.0,0.118,0.065,0.171
 Chronos-2,Chronos-Bolt,1.0,1.0,1.0,0.108,0.053,0.172
 Chronos-2,Seasonal Naive,1.0,1.0,1.0,0.44,0.347,0.521
 Toto-2.0-1B,Chronos-2,0.286,0.0,0.571,-0.02,-0.06,0.007
@@ -25,12 +25,12 @@ Toto-2.0-1B,TiRex,0.857,0.571,1.0,0.015,-0.002,0.031
 Toto-2.0-1B,TiRex-2,0.714,0.429,1.0,0.017,0.002,0.036
 Toto-2.0-1B,FlowState,0.714,0.429,1.0,0.03,-0.001,0.07
 Toto-2.0-1B,TabPFN-TS-3,0.714,0.429,1.0,0.052,-0.001,0.124
+Toto-2.0-1B,TS-ICL,0.857,0.571,1.0,0.03,-0.01,0.073
 Toto-2.0-1B,Toto-2.0-22m,0.857,0.571,1.0,0.028,0.005,0.058
 Toto-2.0-1B,TFT,0.857,0.571,1.0,0.118,0.011,0.273
 Toto-2.0-1B,Toto-2.0-4m,1.0,1.0,1.0,0.085,0.042,0.131
 Toto-2.0-1B,citras-fm,1.0,1.0,1.0,0.09,0.027,0.184
 Toto-2.0-1B,Toto-1.0,1.0,1.0,1.0,0.063,0.038,0.093
-Toto-2.0-1B,TabPFN-TS,0.857,0.571,1.0,0.1,0.047,0.164
 Toto-2.0-1B,Chronos-Bolt,0.857,0.571,1.0,0.09,0.028,0.164
 Toto-2.0-1B,Seasonal Naive,1.0,1.0,1.0,0.429,0.332,0.513
 TimesFM-2.5,Chronos-2,0.429,0.143,0.714,-0.024,-0.069,0.013
@@ -42,12 +42,12 @@ TimesFM-2.5,TiRex,0.571,0.143,0.857,0.011,-0.028,0.042
 TimesFM-2.5,TiRex-2,0.571,0.143,0.857,0.014,-0.031,0.055
 TimesFM-2.5,FlowState,1.0,1.0,1.0,0.027,0.016,0.038
 TimesFM-2.5,TabPFN-TS-3,0.714,0.429,1.0,0.048,0.009,0.096
+TimesFM-2.5,TS-ICL,0.857,0.571,1.0,0.026,0.007,0.053
 TimesFM-2.5,Toto-2.0-22m,0.714,0.286,1.0,0.024,-0.038,0.08
 TimesFM-2.5,TFT,0.857,0.571,1.0,0.114,0.011,0.253
 TimesFM-2.5,Toto-2.0-4m,0.714,0.286,1.0,0.081,0.002,0.157
 TimesFM-2.5,citras-fm,1.0,1.0,1.0,0.086,0.034,0.158
 TimesFM-2.5,Toto-1.0,0.857,0.571,1.0,0.06,0.005,0.11
-TimesFM-2.5,TabPFN-TS,1.0,1.0,1.0,0.097,0.05,0.142
 TimesFM-2.5,Chronos-Bolt,1.0,1.0,1.0,0.086,0.044,0.139
 TimesFM-2.5,Seasonal Naive,1.0,1.0,1.0,0.427,0.314,0.522
 Toto-2.0-313m,Chronos-2,0.286,0.0,0.571,-0.026,-0.075,0.008
@@ -59,12 +59,12 @@ Toto-2.0-313m,TiRex,0.571,0.286,0.857,0.009,-0.01,0.029
 Toto-2.0-313m,TiRex-2,0.714,0.429,1.0,0.012,-0.002,0.028
 Toto-2.0-313m,FlowState,0.571,0.143,0.861,0.025,-0.008,0.065
 Toto-2.0-313m,TabPFN-TS-3,0.714,0.429,1.0,0.047,-0.005,0.12
+Toto-2.0-313m,TS-ICL,0.714,0.429,1.0,0.025,-0.015,0.067
 Toto-2.0-313m,Toto-2.0-22m,0.857,0.571,1.0,0.023,0.002,0.049
 Toto-2.0-313m,TFT,0.714,0.429,1.0,0.113,-0.0,0.271
 Toto-2.0-313m,Toto-2.0-4m,0.857,0.571,1.0,0.079,0.038,0.121
 Toto-2.0-313m,citras-fm,0.857,0.571,1.0,0.085,0.02,0.178
 Toto-2.0-313m,Toto-1.0,1.0,1.0,1.0,0.058,0.034,0.085
-Toto-2.0-313m,TabPFN-TS,0.857,0.571,1.0,0.095,0.038,0.16
 Toto-2.0-313m,Chronos-Bolt,0.857,0.571,1.0,0.084,0.023,0.155
 Toto-2.0-313m,Seasonal Naive,1.0,1.0,1.0,0.426,0.327,0.51
 Toto-2.0-2.5B,Chronos-2,0.286,0.0,0.571,-0.029,-0.08,0.004
@@ -76,12 +76,12 @@ Toto-2.0-2.5B,TiRex,0.571,0.286,0.857,0.006,-0.011,0.024
 Toto-2.0-2.5B,TiRex-2,0.571,0.286,1.0,0.009,-0.004,0.022
 Toto-2.0-2.5B,FlowState,0.571,0.143,0.861,0.022,-0.008,0.055
 Toto-2.0-2.5B,TabPFN-TS-3,0.714,0.429,1.0,0.043,-0.002,0.11
+Toto-2.0-2.5B,TS-ICL,0.714,0.429,1.0,0.021,-0.011,0.056
 Toto-2.0-2.5B,Toto-2.0-22m,0.857,0.571,1.0,0.019,-0.005,0.045
 Toto-2.0-2.5B,TFT,0.571,0.286,0.857,0.11,-0.003,0.266
 Toto-2.0-2.5B,Toto-2.0-4m,0.857,0.571,1.0,0.076,0.031,0.122
 Toto-2.0-2.5B,citras-fm,0.857,0.571,1.0,0.082,0.02,0.171
 Toto-2.0-2.5B,Toto-1.0,0.857,0.571,1.0,0.055,0.03,0.081
-Toto-2.0-2.5B,TabPFN-TS,0.857,0.571,1.0,0.092,0.036,0.156
 Toto-2.0-2.5B,Chronos-Bolt,0.857,0.571,1.0,0.081,0.027,0.148
 Toto-2.0-2.5B,Seasonal Naive,1.0,1.0,1.0,0.424,0.323,0.51
 TiRex,Chronos-2,0.0,0.0,0.0,-0.035,-0.076,-0.012
@@ -93,12 +93,12 @@ TiRex,TiRex,0.5,0.5,0.5,0.0,0.0,0.0
 TiRex,TiRex-2,0.714,0.429,1.0,0.003,-0.01,0.017
 TiRex,FlowState,0.429,0.143,0.857,0.016,-0.011,0.051
 TiRex,TabPFN-TS-3,0.714,0.429,1.0,0.038,-0.007,0.11
+TiRex,TS-ICL,0.714,0.429,1.0,0.016,-0.018,0.055
 TiRex,Toto-2.0-22m,0.714,0.286,1.0,0.014,-0.013,0.045
 TiRex,TFT,0.857,0.571,1.0,0.105,0.005,0.253
 TiRex,Toto-2.0-4m,0.857,0.571,1.0,0.071,0.022,0.119
 TiRex,citras-fm,0.857,0.571,1.0,0.076,0.016,0.17
 TiRex,Toto-1.0,1.0,1.0,1.0,0.049,0.029,0.073
-TiRex,TabPFN-TS,0.857,0.571,1.0,0.087,0.029,0.145
 TiRex,Chronos-Bolt,1.0,1.0,1.0,0.076,0.024,0.15
 TiRex,Seasonal Naive,1.0,1.0,1.0,0.421,0.325,0.506
 TiRex-2,Chronos-2,0.286,0.0,0.571,-0.038,-0.093,-0.006
@@ -110,12 +110,12 @@ TiRex-2,TiRex,0.286,0.0,0.571,-0.003,-0.017,0.01
 TiRex-2,TiRex-2,0.5,0.5,0.5,0.0,0.0,0.0
 TiRex-2,FlowState,0.429,0.143,0.857,0.013,-0.021,0.052
 TiRex-2,TabPFN-TS-3,0.571,0.143,0.861,0.035,-0.01,0.108
+TiRex-2,TS-ICL,0.714,0.429,1.0,0.013,-0.023,0.054
 TiRex-2,Toto-2.0-22m,0.714,0.286,1.0,0.011,-0.008,0.031
 TiRex-2,TFT,0.714,0.429,1.0,0.102,-0.012,0.258
 TiRex-2,Toto-2.0-4m,0.857,0.571,1.0,0.068,0.027,0.109
 TiRex-2,citras-fm,0.857,0.571,1.0,0.074,0.007,0.168
 TiRex-2,Toto-1.0,1.0,1.0,1.0,0.047,0.029,0.063
-TiRex-2,TabPFN-TS,0.857,0.571,1.0,0.084,0.022,0.146
 TiRex-2,Chronos-Bolt,0.714,0.429,1.0,0.073,0.019,0.145
 TiRex-2,Seasonal Naive,1.0,1.0,1.0,0.419,0.322,0.502
 FlowState,Chronos-2,0.286,0.0,0.571,-0.052,-0.099,-0.013
@@ -127,12 +127,12 @@ FlowState,TiRex,0.571,0.143,0.857,-0.016,-0.053,0.01
 FlowState,TiRex-2,0.571,0.143,0.857,-0.013,-0.054,0.021
 FlowState,FlowState,0.5,0.5,0.5,0.0,0.0,0.0
 FlowState,TabPFN-TS-3,0.571,0.282,0.857,0.022,-0.011,0.071
+FlowState,TS-ICL,0.429,0.143,0.857,-0.0,-0.022,0.025
 FlowState,Toto-2.0-22m,0.571,0.143,0.857,-0.002,-0.062,0.048
 FlowState,TFT,0.714,0.429,1.0,0.09,-0.02,0.235
 FlowState,Toto-2.0-4m,0.571,0.143,0.857,0.056,-0.021,0.125
 FlowState,citras-fm,0.714,0.286,1.0,0.061,0.01,0.133
 FlowState,Toto-1.0,0.571,0.143,0.857,0.034,-0.017,0.078
-FlowState,TabPFN-TS,1.0,1.0,1.0,0.072,0.027,0.116
 FlowState,Chronos-Bolt,1.0,1.0,1.0,0.061,0.021,0.114
 FlowState,Seasonal Naive,1.0,1.0,1.0,0.411,0.301,0.504
 TabPFN-TS-3,Chronos-2,0.286,0.0,0.571,-0.076,-0.171,-0.011
@@ -144,14 +144,31 @@ TabPFN-TS-3,TiRex,0.286,0.0,0.571,-0.039,-0.123,0.007
 TabPFN-TS-3,TiRex-2,0.429,0.139,0.857,-0.036,-0.121,0.01
 TabPFN-TS-3,FlowState,0.429,0.143,0.718,-0.023,-0.077,0.01
 TabPFN-TS-3,TabPFN-TS-3,0.5,0.5,0.5,0.0,0.0,0.0
+TabPFN-TS-3,TS-ICL,0.429,0.0,0.857,-0.023,-0.079,0.017
 TabPFN-TS-3,Toto-2.0-22m,0.429,0.139,0.857,-0.025,-0.127,0.037
 TabPFN-TS-3,TFT,0.571,0.143,0.857,0.069,-0.088,0.235
 TabPFN-TS-3,Toto-2.0-4m,0.714,0.286,1.0,0.035,-0.085,0.113
 TabPFN-TS-3,citras-fm,0.857,0.571,1.0,0.04,0.011,0.07
 TabPFN-TS-3,Toto-1.0,0.857,0.571,1.0,0.012,-0.083,0.069
-TabPFN-TS-3,TabPFN-TS,0.857,0.571,1.0,0.051,-0.028,0.118
 TabPFN-TS-3,Chronos-Bolt,1.0,1.0,1.0,0.04,0.014,0.074
 TabPFN-TS-3,Seasonal Naive,1.0,1.0,1.0,0.398,0.268,0.502
+TS-ICL,Chronos-2,0.286,0.0,0.571,-0.052,-0.119,0.001
+TS-ICL,Toto-2.0-1B,0.143,0.0,0.429,-0.031,-0.079,0.01
+TS-ICL,TimesFM-2.5,0.143,0.0,0.429,-0.027,-0.056,-0.007
+TS-ICL,Toto-2.0-313m,0.286,0.0,0.571,-0.025,-0.071,0.015
+TS-ICL,Toto-2.0-2.5B,0.286,0.0,0.571,-0.022,-0.06,0.011
+TS-ICL,TiRex,0.286,0.0,0.571,-0.016,-0.058,0.017
+TS-ICL,TiRex-2,0.286,0.0,0.571,-0.013,-0.057,0.023
+TS-ICL,FlowState,0.571,0.143,0.857,0.0,-0.025,0.022
+TS-ICL,TabPFN-TS-3,0.571,0.143,1.0,0.022,-0.017,0.073
+TS-ICL,TS-ICL,0.5,0.5,0.5,0.0,0.0,0.0
+TS-ICL,Toto-2.0-22m,0.429,0.143,0.857,-0.002,-0.059,0.042
+TS-ICL,TFT,0.714,0.429,1.0,0.09,-0.031,0.236
+TS-ICL,Toto-2.0-4m,0.714,0.286,1.0,0.056,-0.024,0.126
+TS-ICL,citras-fm,0.857,0.571,1.0,0.061,-0.005,0.136
+TS-ICL,Toto-1.0,0.857,0.571,1.0,0.034,-0.016,0.074
+TS-ICL,Chronos-Bolt,0.857,0.571,1.0,0.061,0.013,0.118
+TS-ICL,Seasonal Naive,1.0,1.0,1.0,0.411,0.291,0.511
 Toto-2.0-22m,Chronos-2,0.143,0.0,0.429,-0.05,-0.125,-0.006
 Toto-2.0-22m,Toto-2.0-1B,0.143,0.0,0.429,-0.029,-0.062,-0.005
 Toto-2.0-22m,TimesFM-2.5,0.286,0.0,0.714,-0.025,-0.087,0.037
@@ -161,12 +178,12 @@ Toto-2.0-22m,TiRex,0.286,0.0,0.714,-0.014,-0.047,0.013
 Toto-2.0-22m,TiRex-2,0.286,0.0,0.714,-0.011,-0.032,0.007
 Toto-2.0-22m,FlowState,0.429,0.143,0.857,0.002,-0.05,0.058
 Toto-2.0-22m,TabPFN-TS-3,0.571,0.143,0.861,0.024,-0.039,0.113
+Toto-2.0-22m,TS-ICL,0.571,0.143,0.857,0.002,-0.044,0.056
 Toto-2.0-22m,Toto-2.0-22m,0.5,0.5,0.5,0.0,0.0,0.0
 Toto-2.0-22m,TFT,0.571,0.143,0.857,0.092,-0.042,0.259
 Toto-2.0-22m,Toto-2.0-4m,1.0,1.0,1.0,0.058,0.027,0.092
 Toto-2.0-22m,citras-fm,0.857,0.571,1.0,0.063,-0.021,0.175
 Toto-2.0-22m,Toto-1.0,1.0,1.0,1.0,0.036,0.023,0.051
-Toto-2.0-22m,TabPFN-TS,0.714,0.286,1.0,0.074,-0.003,0.15
 Toto-2.0-22m,Chronos-Bolt,0.714,0.429,1.0,0.063,-0.005,0.147
 Toto-2.0-22m,Seasonal Naive,1.0,1.0,1.0,0.413,0.315,0.494
 TFT,Chronos-2,0.0,0.0,0.0,-0.156,-0.385,-0.038
@@ -178,12 +195,12 @@ TFT,TiRex,0.143,0.0,0.429,-0.117,-0.339,-0.005
 TFT,TiRex-2,0.286,0.0,0.571,-0.114,-0.347,0.012
 TFT,FlowState,0.286,0.0,0.571,-0.099,-0.307,0.019
 TFT,TabPFN-TS-3,0.429,0.143,0.857,-0.075,-0.306,0.081
+TFT,TS-ICL,0.286,0.0,0.571,-0.099,-0.309,0.03
 TFT,Toto-2.0-22m,0.429,0.143,0.857,-0.102,-0.35,0.04
 TFT,TFT,0.5,0.5,0.5,0.0,0.0,0.0
 TFT,Toto-2.0-4m,0.429,0.143,0.857,-0.038,-0.282,0.112
 TFT,citras-fm,0.571,0.282,0.857,-0.032,-0.252,0.134
 TFT,Toto-1.0,0.571,0.282,0.857,-0.062,-0.283,0.066
-TFT,TabPFN-TS,0.714,0.429,1.0,-0.02,-0.156,0.074
 TFT,Chronos-Bolt,0.714,0.429,1.0,-0.032,-0.249,0.122
 TFT,Seasonal Naive,1.0,1.0,1.0,0.353,0.219,0.471
 Toto-2.0-4m,Chronos-2,0.0,0.0,0.0,-0.114,-0.204,-0.046
@@ -195,12 +212,12 @@ Toto-2.0-4m,TiRex,0.143,0.0,0.429,-0.076,-0.135,-0.022
 Toto-2.0-4m,TiRex-2,0.143,0.0,0.429,-0.073,-0.122,-0.028
 Toto-2.0-4m,FlowState,0.429,0.143,0.857,-0.059,-0.143,0.021
 Toto-2.0-4m,TabPFN-TS-3,0.286,0.0,0.714,-0.036,-0.128,0.078
+Toto-2.0-4m,TS-ICL,0.286,0.0,0.714,-0.06,-0.144,0.024
 Toto-2.0-4m,Toto-2.0-22m,0.0,0.0,0.0,-0.062,-0.101,-0.028
 Toto-2.0-4m,TFT,0.571,0.143,0.857,0.036,-0.126,0.22
 Toto-2.0-4m,Toto-2.0-4m,0.5,0.5,0.5,0.0,0.0,0.0
 Toto-2.0-4m,citras-fm,0.429,0.143,0.857,0.006,-0.099,0.142
 Toto-2.0-4m,Toto-1.0,0.429,0.143,0.857,-0.023,-0.065,0.013
-Toto-2.0-4m,TabPFN-TS,0.429,0.143,0.857,0.017,-0.076,0.116
 Toto-2.0-4m,Chronos-Bolt,0.571,0.143,0.861,0.005,-0.083,0.107
 Toto-2.0-4m,Seasonal Naive,1.0,1.0,1.0,0.376,0.285,0.456
 citras-fm,Chronos-2,0.0,0.0,0.0,-0.121,-0.243,-0.049
@@ -212,12 +229,12 @@ citras-fm,TiRex,0.143,0.0,0.429,-0.082,-0.205,-0.016
 citras-fm,TiRex-2,0.143,0.0,0.429,-0.079,-0.202,-0.007
 citras-fm,FlowState,0.286,0.0,0.714,-0.065,-0.153,-0.01
 citras-fm,TabPFN-TS-3,0.143,0.0,0.429,-0.042,-0.076,-0.011
+citras-fm,TS-ICL,0.143,0.0,0.429,-0.065,-0.157,0.005
 citras-fm,Toto-2.0-22m,0.143,0.0,0.429,-0.068,-0.212,0.021
 citras-fm,TFT,0.429,0.143,0.718,0.031,-0.155,0.201
 citras-fm,Toto-2.0-4m,0.571,0.143,0.857,-0.006,-0.165,0.09
 citras-fm,citras-fm,0.5,0.5,0.5,0.0,0.0,0.0
 citras-fm,Toto-1.0,0.429,0.139,0.857,-0.029,-0.165,0.053
-citras-fm,TabPFN-TS,0.571,0.143,0.857,0.012,-0.098,0.093
 citras-fm,Chronos-Bolt,0.714,0.429,1.0,-0.0,-0.043,0.04
 citras-fm,Seasonal Naive,0.857,0.571,1.0,0.373,0.222,0.484
 Toto-1.0,Chronos-2,0.0,0.0,0.0,-0.089,-0.159,-0.046
@@ -229,31 +246,14 @@ Toto-1.0,TiRex,0.0,0.0,0.0,-0.052,-0.079,-0.03
 Toto-1.0,TiRex-2,0.0,0.0,0.0,-0.049,-0.068,-0.03
 Toto-1.0,FlowState,0.429,0.143,0.857,-0.035,-0.085,0.017
 Toto-1.0,TabPFN-TS-3,0.143,0.0,0.429,-0.012,-0.074,0.076
+Toto-1.0,TS-ICL,0.143,0.0,0.429,-0.035,-0.08,0.016
 Toto-1.0,Toto-2.0-22m,0.0,0.0,0.0,-0.038,-0.054,-0.023
 Toto-1.0,TFT,0.429,0.143,0.718,0.058,-0.071,0.221
 Toto-1.0,Toto-2.0-4m,0.571,0.143,0.857,0.023,-0.013,0.061
 Toto-1.0,citras-fm,0.571,0.143,0.861,0.028,-0.056,0.141
 Toto-1.0,Toto-1.0,0.5,0.5,0.5,0.0,0.0,0.0
-Toto-1.0,TabPFN-TS,0.571,0.143,0.857,0.039,-0.039,0.113
 Toto-1.0,Chronos-Bolt,0.571,0.143,0.861,0.028,-0.04,0.11
 Toto-1.0,Seasonal Naive,1.0,1.0,1.0,0.39,0.294,0.473
-TabPFN-TS,Chronos-2,0.0,0.0,0.0,-0.134,-0.206,-0.07
-TabPFN-TS,Toto-2.0-1B,0.143,0.0,0.429,-0.111,-0.196,-0.049
-TabPFN-TS,TimesFM-2.5,0.0,0.0,0.0,-0.107,-0.165,-0.052
-TabPFN-TS,Toto-2.0-313m,0.143,0.0,0.429,-0.105,-0.19,-0.04
-TabPFN-TS,Toto-2.0-2.5B,0.143,0.0,0.429,-0.102,-0.184,-0.038
-TabPFN-TS,TiRex,0.143,0.0,0.429,-0.095,-0.17,-0.03
-TabPFN-TS,TiRex-2,0.143,0.0,0.429,-0.092,-0.171,-0.023
-TabPFN-TS,FlowState,0.0,0.0,0.0,-0.078,-0.131,-0.028
-TabPFN-TS,TabPFN-TS-3,0.143,0.0,0.429,-0.054,-0.134,0.027
-TabPFN-TS,Toto-2.0-22m,0.286,0.0,0.714,-0.08,-0.176,0.003
-TabPFN-TS,TFT,0.286,0.0,0.571,0.019,-0.08,0.135
-TabPFN-TS,Toto-2.0-4m,0.571,0.143,0.857,-0.017,-0.131,0.071
-TabPFN-TS,citras-fm,0.429,0.143,0.857,-0.012,-0.102,0.089
-TabPFN-TS,Toto-1.0,0.429,0.143,0.857,-0.041,-0.127,0.037
-TabPFN-TS,TabPFN-TS,0.5,0.5,0.5,0.0,0.0,0.0
-TabPFN-TS,Chronos-Bolt,0.429,0.143,0.857,-0.012,-0.096,0.072
-TabPFN-TS,Seasonal Naive,1.0,1.0,1.0,0.365,0.268,0.459
 Chronos-Bolt,Chronos-2,0.0,0.0,0.0,-0.12,-0.208,-0.056
 Chronos-Bolt,Toto-2.0-1B,0.143,0.0,0.429,-0.098,-0.195,-0.029
 Chronos-Bolt,TimesFM-2.5,0.0,0.0,0.0,-0.094,-0.161,-0.046
@@ -263,12 +263,12 @@ Chronos-Bolt,TiRex,0.0,0.0,0.0,-0.082,-0.176,-0.025
 Chronos-Bolt,TiRex-2,0.286,0.0,0.571,-0.079,-0.17,-0.019
 Chronos-Bolt,FlowState,0.0,0.0,0.0,-0.065,-0.129,-0.022
 Chronos-Bolt,TabPFN-TS-3,0.0,0.0,0.0,-0.041,-0.08,-0.015
+Chronos-Bolt,TS-ICL,0.143,0.0,0.429,-0.065,-0.133,-0.013
 Chronos-Bolt,Toto-2.0-22m,0.286,0.0,0.571,-0.068,-0.173,0.005
 Chronos-Bolt,TFT,0.286,0.0,0.571,0.031,-0.138,0.199
 Chronos-Bolt,Toto-2.0-4m,0.429,0.139,0.857,-0.005,-0.12,0.077
 Chronos-Bolt,citras-fm,0.286,0.0,0.571,0.0,-0.042,0.042
 Chronos-Bolt,Toto-1.0,0.429,0.139,0.857,-0.029,-0.124,0.038
-Chronos-Bolt,TabPFN-TS,0.571,0.143,0.857,0.012,-0.077,0.088
 Chronos-Bolt,Chronos-Bolt,0.5,0.5,0.5,0.0,0.0,0.0
 Chronos-Bolt,Seasonal Naive,1.0,1.0,1.0,0.373,0.248,0.474
 Seasonal Naive,Chronos-2,0.0,0.0,0.0,-0.787,-1.087,-0.531
@@ -280,11 +280,11 @@ Seasonal Naive,TiRex,0.0,0.0,0.0,-0.726,-1.023,-0.482
 Seasonal Naive,TiRex-2,0.0,0.0,0.0,-0.721,-1.008,-0.475
 Seasonal Naive,FlowState,0.0,0.0,0.0,-0.698,-1.017,-0.431
 Seasonal Naive,TabPFN-TS-3,0.0,0.0,0.0,-0.661,-1.007,-0.366
+Seasonal Naive,TS-ICL,0.0,0.0,0.0,-0.699,-1.044,-0.411
 Seasonal Naive,Toto-2.0-22m,0.0,0.0,0.0,-0.702,-0.977,-0.46
 Seasonal Naive,TFT,0.0,0.0,0.0,-0.545,-0.89,-0.28
 Seasonal Naive,Toto-2.0-4m,0.0,0.0,0.0,-0.603,-0.837,-0.4
 Seasonal Naive,citras-fm,0.143,0.0,0.429,-0.594,-0.938,-0.285
 Seasonal Naive,Toto-1.0,0.0,0.0,0.0,-0.64,-0.897,-0.416
-Seasonal Naive,TabPFN-TS,0.0,0.0,0.0,-0.576,-0.849,-0.366
 Seasonal Naive,Chronos-Bolt,0.0,0.0,0.0,-0.594,-0.902,-0.329
 Seasonal Naive,Seasonal Naive,0.5,0.5,0.5,0.0,0.0,0.0

tables/domain_mobility/pairwise_WAPE.csv

@@ -1,257 +1,257 @@
 model_1,model_2,win_rate,win_rate_lower,win_rate_upper,skill_score,skill_score_lower,skill_score_upper
 Chronos-2,Chronos-2,0.5,0.5,0.5,0.0,0.0,0.0
 Chronos-2,Toto-2.0-1B,0.429,0.143,0.714,0.02,-0.008,0.067
-Chronos-2,Toto-2.0-2.5B,0.429,0.143,0.714,0.028,-0.01,0.083
 Chronos-2,Toto-2.0-313m,0.429,0.143,0.714,0.025,-0.01,0.082
+Chronos-2,Toto-2.0-2.5B,0.429,0.143,0.714,0.028,-0.01,0.083
 Chronos-2,TimesFM-2.5,0.571,0.286,0.857,0.018,-0.024,0.065
 Chronos-2,FlowState,0.714,0.429,1.0,0.04,0.004,0.081
-Chronos-2,TabPFN-TS-3,0.714,0.429,1.0,0.061,0.008,0.13
+Chronos-2,TS-ICL,0.714,0.429,1.0,0.049,-0.002,0.109
 Chronos-2,TiRex-2,0.714,0.429,1.0,0.044,0.007,0.106
+Chronos-2,TabPFN-TS-3,0.714,0.429,1.0,0.061,0.008,0.13
 Chronos-2,TiRex,1.0,1.0,1.0,0.039,0.011,0.084
 Chronos-2,Toto-2.0-22m,0.857,0.571,1.0,0.048,0.009,0.112
 Chronos-2,TFT,0.857,0.571,1.0,0.113,0.018,0.255
-Chronos-2,Moirai-2.0,1.0,1.0,1.0,0.083,0.038,0.134
-Chronos-2,Chronos-Bolt,1.0,1.0,1.0,0.083,0.038,0.134
 Chronos-2,TabPFN-TS,1.0,1.0,1.0,0.082,0.049,0.113
-Chronos-2,citras-fm,1.0,1.0,1.0,0.084,0.036,0.149
+Chronos-2,Chronos-Bolt,1.0,1.0,1.0,0.083,0.038,0.134
+Chronos-2,Moirai-2.0,1.0,1.0,1.0,0.083,0.038,0.134
 Chronos-2,Seasonal Naive,1.0,1.0,1.0,0.314,0.232,0.391
 Toto-2.0-1B,Chronos-2,0.571,0.286,0.857,-0.02,-0.072,0.008
 Toto-2.0-1B,Toto-2.0-1B,0.5,0.5,0.5,0.0,0.0,0.0
-Toto-2.0-1B,Toto-2.0-2.5B,0.571,0.286,0.857,0.008,-0.003,0.02
 Toto-2.0-1B,Toto-2.0-313m,0.429,0.143,0.857,0.006,-0.002,0.016
+Toto-2.0-1B,Toto-2.0-2.5B,0.571,0.286,0.857,0.008,-0.003,0.02
 Toto-2.0-1B,TimesFM-2.5,0.429,0.143,0.857,-0.001,-0.035,0.035
 Toto-2.0-1B,FlowState,0.571,0.143,0.861,0.021,-0.013,0.061
-Toto-2.0-1B,TabPFN-TS-3,0.571,0.143,0.861,0.042,-0.012,0.12
+Toto-2.0-1B,TS-ICL,0.857,0.571,1.0,0.03,0.001,0.071
 Toto-2.0-1B,TiRex-2,1.0,1.0,1.0,0.025,0.011,0.044
+Toto-2.0-1B,TabPFN-TS-3,0.571,0.143,0.861,0.042,-0.012,0.12
 Toto-2.0-1B,TiRex,1.0,1.0,1.0,0.019,0.01,0.03
 Toto-2.0-1B,Toto-2.0-22m,0.857,0.571,1.0,0.029,0.01,0.051
 Toto-2.0-1B,TFT,0.714,0.429,1.0,0.095,-0.026,0.244
-Toto-2.0-1B,Moirai-2.0,1.0,1.0,1.0,0.065,0.022,0.12
-Toto-2.0-1B,Chronos-Bolt,1.0,1.0,1.0,0.065,0.022,0.12
 Toto-2.0-1B,TabPFN-TS,0.857,0.571,1.0,0.063,0.025,0.097
-Toto-2.0-1B,citras-fm,0.857,0.571,1.0,0.066,0.014,0.137
+Toto-2.0-1B,Chronos-Bolt,1.0,1.0,1.0,0.065,0.022,0.12
+Toto-2.0-1B,Moirai-2.0,1.0,1.0,1.0,0.065,0.022,0.12
 Toto-2.0-1B,Seasonal Naive,1.0,1.0,1.0,0.3,0.224,0.371
-Toto-2.0-2.5B,Chronos-2,0.571,0.286,0.857,-0.028,-0.09,0.01
-Toto-2.0-2.5B,Toto-2.0-1B,0.429,0.143,0.714,-0.008,-0.02,0.003
-Toto-2.0-2.5B,Toto-2.0-2.5B,0.5,0.5,0.5,0.0,0.0,0.0
-Toto-2.0-2.5B,Toto-2.0-313m,0.429,0.139,0.857,-0.002,-0.013,0.006
-Toto-2.0-2.5B,TimesFM-2.5,0.571,0.143,0.857,-0.009,-0.047,0.026
-Toto-2.0-2.5B,FlowState,0.714,0.286,1.0,0.013,-0.022,0.05
-Toto-2.0-2.5B,TabPFN-TS-3,0.714,0.286,1.0,0.034,-0.02,0.104
-Toto-2.0-2.5B,TiRex-2,0.857,0.571,1.0,0.017,0.0,0.034
-Toto-2.0-2.5B,TiRex,0.714,0.429,1.0,0.011,-0.008,0.027
-Toto-2.0-2.5B,Toto-2.0-22m,0.857,0.571,1.0,0.021,-0.005,0.042
-Toto-2.0-2.5B,TFT,0.714,0.429,1.0,0.088,-0.043,0.24
-Toto-2.0-2.5B,Moirai-2.0,0.857,0.571,1.0,0.057,0.017,0.104
-Toto-2.0-2.5B,Chronos-Bolt,0.857,0.571,1.0,0.057,0.017,0.104
-Toto-2.0-2.5B,TabPFN-TS,0.857,0.571,1.0,0.056,0.013,0.093
-Toto-2.0-2.5B,citras-fm,0.857,0.571,1.0,0.059,0.005,0.125
-Toto-2.0-2.5B,Seasonal Naive,1.0,1.0,1.0,0.295,0.215,0.366
 Toto-2.0-313m,Chronos-2,0.571,0.286,0.857,-0.026,-0.09,0.01
 Toto-2.0-313m,Toto-2.0-1B,0.571,0.143,0.857,-0.006,-0.017,0.002
-Toto-2.0-313m,Toto-2.0-2.5B,0.571,0.143,0.861,0.002,-0.006,0.013
 Toto-2.0-313m,Toto-2.0-313m,0.5,0.5,0.5,0.0,0.0,0.0
+Toto-2.0-313m,Toto-2.0-2.5B,0.571,0.143,0.861,0.002,-0.006,0.013
 Toto-2.0-313m,TimesFM-2.5,0.429,0.143,0.857,-0.007,-0.047,0.033
 Toto-2.0-313m,FlowState,0.571,0.143,0.861,0.015,-0.025,0.057
-Toto-2.0-313m,TabPFN-TS-3,0.714,0.286,1.0,0.036,-0.024,0.116
+Toto-2.0-313m,TS-ICL,0.857,0.571,1.0,0.025,-0.002,0.062
 Toto-2.0-313m,TiRex-2,0.857,0.571,1.0,0.02,0.007,0.033
+Toto-2.0-313m,TabPFN-TS-3,0.714,0.286,1.0,0.036,-0.024,0.116
 Toto-2.0-313m,TiRex,0.714,0.429,1.0,0.014,-0.005,0.03
 Toto-2.0-313m,Toto-2.0-22m,0.857,0.571,1.0,0.023,0.005,0.039
 Toto-2.0-313m,TFT,0.714,0.429,1.0,0.09,-0.041,0.244
-Toto-2.0-313m,Moirai-2.0,0.857,0.571,1.0,0.06,0.012,0.116
-Toto-2.0-313m,Chronos-Bolt,0.857,0.571,1.0,0.06,0.012,0.116
 Toto-2.0-313m,TabPFN-TS,0.857,0.571,1.0,0.058,0.011,0.098
-Toto-2.0-313m,citras-fm,0.857,0.571,1.0,0.061,0.002,0.134
+Toto-2.0-313m,Chronos-Bolt,0.857,0.571,1.0,0.06,0.012,0.116
+Toto-2.0-313m,Moirai-2.0,0.857,0.571,1.0,0.06,0.012,0.116
 Toto-2.0-313m,Seasonal Naive,1.0,1.0,1.0,0.296,0.218,0.369
+Toto-2.0-2.5B,Chronos-2,0.571,0.286,0.857,-0.028,-0.09,0.01
+Toto-2.0-2.5B,Toto-2.0-1B,0.429,0.143,0.714,-0.008,-0.02,0.003
+Toto-2.0-2.5B,Toto-2.0-313m,0.429,0.139,0.857,-0.002,-0.013,0.006
+Toto-2.0-2.5B,Toto-2.0-2.5B,0.5,0.5,0.5,0.0,0.0,0.0
+Toto-2.0-2.5B,TimesFM-2.5,0.571,0.143,0.857,-0.009,-0.047,0.026
+Toto-2.0-2.5B,FlowState,0.714,0.286,1.0,0.013,-0.022,0.05
+Toto-2.0-2.5B,TS-ICL,0.714,0.429,1.0,0.022,0.0,0.053
+Toto-2.0-2.5B,TiRex-2,0.857,0.571,1.0,0.017,0.0,0.034
+Toto-2.0-2.5B,TabPFN-TS-3,0.714,0.286,1.0,0.034,-0.02,0.104
+Toto-2.0-2.5B,TiRex,0.714,0.429,1.0,0.011,-0.008,0.027
+Toto-2.0-2.5B,Toto-2.0-22m,0.857,0.571,1.0,0.021,-0.005,0.042
+Toto-2.0-2.5B,TFT,0.714,0.429,1.0,0.088,-0.043,0.24
+Toto-2.0-2.5B,TabPFN-TS,0.857,0.571,1.0,0.056,0.013,0.093
+Toto-2.0-2.5B,Chronos-Bolt,0.857,0.571,1.0,0.057,0.017,0.104
+Toto-2.0-2.5B,Moirai-2.0,0.857,0.571,1.0,0.057,0.017,0.104
+Toto-2.0-2.5B,Seasonal Naive,1.0,1.0,1.0,0.295,0.215,0.366
 TimesFM-2.5,Chronos-2,0.429,0.143,0.714,-0.019,-0.069,0.024
 TimesFM-2.5,Toto-2.0-1B,0.571,0.143,0.857,0.001,-0.036,0.034
-TimesFM-2.5,Toto-2.0-2.5B,0.429,0.143,0.857,0.009,-0.027,0.045
 TimesFM-2.5,Toto-2.0-313m,0.571,0.143,0.857,0.007,-0.035,0.045
+TimesFM-2.5,Toto-2.0-2.5B,0.429,0.143,0.857,0.009,-0.027,0.045
 TimesFM-2.5,TimesFM-2.5,0.5,0.5,0.5,0.0,0.0,0.0
 TimesFM-2.5,FlowState,0.857,0.571,1.0,0.022,0.007,0.037
-TimesFM-2.5,TabPFN-TS-3,0.571,0.143,1.0,0.043,-0.004,0.104
+TimesFM-2.5,TS-ICL,0.857,0.571,1.0,0.031,0.005,0.06
 TimesFM-2.5,TiRex-2,0.571,0.143,0.857,0.026,-0.023,0.074
+TimesFM-2.5,TabPFN-TS-3,0.571,0.143,1.0,0.043,-0.004,0.104
 TimesFM-2.5,TiRex,0.571,0.143,0.857,0.021,-0.017,0.056
 TimesFM-2.5,Toto-2.0-22m,0.714,0.286,1.0,0.03,-0.023,0.081
 TimesFM-2.5,TFT,0.714,0.429,1.0,0.096,-0.01,0.224
-TimesFM-2.5,Moirai-2.0,0.857,0.571,1.0,0.066,0.024,0.118
-TimesFM-2.5,Chronos-Bolt,0.857,0.571,1.0,0.066,0.024,0.118
 TimesFM-2.5,TabPFN-TS,1.0,1.0,1.0,0.064,0.035,0.097
-TimesFM-2.5,citras-fm,1.0,1.0,1.0,0.067,0.023,0.122
+TimesFM-2.5,Chronos-Bolt,0.857,0.571,1.0,0.066,0.024,0.118
+TimesFM-2.5,Moirai-2.0,0.857,0.571,1.0,0.066,0.024,0.118
 TimesFM-2.5,Seasonal Naive,1.0,1.0,1.0,0.301,0.204,0.392
 FlowState,Chronos-2,0.286,0.0,0.571,-0.042,-0.088,-0.004
 FlowState,Toto-2.0-1B,0.429,0.139,0.857,-0.021,-0.065,0.012
-FlowState,Toto-2.0-2.5B,0.286,0.0,0.714,-0.013,-0.052,0.021
 FlowState,Toto-2.0-313m,0.429,0.139,0.857,-0.016,-0.06,0.024
+FlowState,Toto-2.0-2.5B,0.286,0.0,0.714,-0.013,-0.052,0.021
 FlowState,TimesFM-2.5,0.143,0.0,0.429,-0.023,-0.039,-0.007
 FlowState,FlowState,0.5,0.5,0.5,0.0,0.0,0.0
-FlowState,TabPFN-TS-3,0.714,0.286,1.0,0.021,-0.021,0.077
+FlowState,TS-ICL,0.429,0.143,0.857,0.009,-0.022,0.043
 FlowState,TiRex-2,0.571,0.143,0.857,0.004,-0.048,0.051
+FlowState,TabPFN-TS-3,0.714,0.286,1.0,0.021,-0.021,0.077
 FlowState,TiRex,0.571,0.143,0.857,-0.002,-0.043,0.031
 FlowState,Toto-2.0-22m,0.571,0.143,0.857,0.008,-0.054,0.06
 FlowState,TFT,0.714,0.429,1.0,0.076,-0.033,0.205
-FlowState,Moirai-2.0,0.857,0.571,1.0,0.045,0.007,0.088
-FlowState,Chronos-Bolt,0.857,0.571,1.0,0.045,0.007,0.088
 FlowState,TabPFN-TS,1.0,1.0,1.0,0.043,0.023,0.067
-FlowState,citras-fm,0.857,0.571,1.0,0.046,0.01,0.096
+FlowState,Chronos-Bolt,0.857,0.571,1.0,0.045,0.007,0.088
+FlowState,Moirai-2.0,0.857,0.571,1.0,0.045,0.007,0.088
 FlowState,Seasonal Naive,1.0,1.0,1.0,0.285,0.189,0.371
-TabPFN-TS-3,Chronos-2,0.286,0.0,0.571,-0.065,-0.149,-0.008
-TabPFN-TS-3,Toto-2.0-1B,0.429,0.139,0.857,-0.043,-0.136,0.012
-TabPFN-TS-3,Toto-2.0-2.5B,0.286,0.0,0.714,-0.035,-0.116,0.02
-TabPFN-TS-3,Toto-2.0-313m,0.286,0.0,0.714,-0.038,-0.131,0.023
-TabPFN-TS-3,TimesFM-2.5,0.429,0.0,0.857,-0.045,-0.116,0.004
-TabPFN-TS-3,FlowState,0.286,0.0,0.714,-0.022,-0.084,0.02
-TabPFN-TS-3,TabPFN-TS-3,0.5,0.5,0.5,0.0,0.0,0.0
-TabPFN-TS-3,TiRex-2,0.429,0.139,0.857,-0.017,-0.114,0.048
-TabPFN-TS-3,TiRex,0.571,0.143,0.857,-0.023,-0.113,0.029
-TabPFN-TS-3,Toto-2.0-22m,0.429,0.139,0.857,-0.013,-0.121,0.057
-TabPFN-TS-3,TFT,0.429,0.143,0.718,0.056,-0.099,0.215
-TabPFN-TS-3,Moirai-2.0,0.857,0.571,1.0,0.024,-0.016,0.062
-TabPFN-TS-3,Chronos-Bolt,0.857,0.571,1.0,0.024,-0.016,0.062
-TabPFN-TS-3,TabPFN-TS,0.857,0.571,1.0,0.022,-0.05,0.073
-TabPFN-TS-3,citras-fm,1.0,1.0,1.0,0.025,0.015,0.036
-TabPFN-TS-3,Seasonal Naive,0.857,0.571,1.0,0.27,0.138,0.362
+TS-ICL,Chronos-2,0.286,0.0,0.571,-0.052,-0.122,0.002
+TS-ICL,Toto-2.0-1B,0.143,0.0,0.429,-0.031,-0.076,-0.001
+TS-ICL,Toto-2.0-313m,0.143,0.0,0.429,-0.025,-0.067,0.002
+TS-ICL,Toto-2.0-2.5B,0.286,0.0,0.571,-0.023,-0.056,-0.0
+TS-ICL,TimesFM-2.5,0.143,0.0,0.429,-0.032,-0.064,-0.005
+TS-ICL,FlowState,0.571,0.143,0.857,-0.009,-0.045,0.022
+TS-ICL,TS-ICL,0.5,0.5,0.5,0.0,0.0,0.0
+TS-ICL,TiRex-2,0.429,0.143,0.857,-0.005,-0.056,0.031
+TS-ICL,TabPFN-TS-3,0.714,0.286,1.0,0.012,-0.036,0.063
+TS-ICL,TiRex,0.429,0.143,0.714,-0.011,-0.056,0.023
+TS-ICL,Toto-2.0-22m,0.571,0.286,0.857,-0.001,-0.06,0.039
+TS-ICL,TFT,0.714,0.429,1.0,0.067,-0.071,0.214
+TS-ICL,TabPFN-TS,0.571,0.143,0.857,0.034,-0.019,0.08
+TS-ICL,Chronos-Bolt,0.857,0.571,1.0,0.036,-0.002,0.081
+TS-ICL,Moirai-2.0,0.857,0.571,1.0,0.036,-0.002,0.081
+TS-ICL,Seasonal Naive,1.0,1.0,1.0,0.279,0.173,0.365
 TiRex-2,Chronos-2,0.286,0.0,0.571,-0.047,-0.119,-0.007
 TiRex-2,Toto-2.0-1B,0.0,0.0,0.0,-0.026,-0.046,-0.011
-TiRex-2,Toto-2.0-2.5B,0.143,0.0,0.429,-0.018,-0.035,-0.0
 TiRex-2,Toto-2.0-313m,0.143,0.0,0.429,-0.02,-0.034,-0.007
+TiRex-2,Toto-2.0-2.5B,0.143,0.0,0.429,-0.018,-0.035,-0.0
 TiRex-2,TimesFM-2.5,0.429,0.143,0.857,-0.027,-0.08,0.022
 TiRex-2,FlowState,0.429,0.143,0.857,-0.004,-0.054,0.045
-TiRex-2,TabPFN-TS-3,0.571,0.143,0.861,0.017,-0.051,0.103
+TiRex-2,TS-ICL,0.571,0.143,0.857,0.005,-0.032,0.053
 TiRex-2,TiRex-2,0.5,0.5,0.5,0.0,0.0,0.0
+TiRex-2,TabPFN-TS-3,0.571,0.143,0.861,0.017,-0.051,0.103
 TiRex-2,TiRex,0.429,0.143,0.714,-0.006,-0.029,0.012
 TiRex-2,Toto-2.0-22m,0.857,0.571,1.0,0.004,-0.006,0.011
 TiRex-2,TFT,0.571,0.286,0.857,0.072,-0.075,0.231
-TiRex-2,Moirai-2.0,0.714,0.429,1.0,0.041,-0.011,0.099
-TiRex-2,Chronos-Bolt,0.714,0.429,1.0,0.041,-0.011,0.099
 TiRex-2,TabPFN-TS,0.857,0.571,1.0,0.039,-0.009,0.081
-TiRex-2,citras-fm,0.714,0.429,1.0,0.042,-0.024,0.125
+TiRex-2,Chronos-Bolt,0.714,0.429,1.0,0.041,-0.011,0.099
+TiRex-2,Moirai-2.0,0.714,0.429,1.0,0.041,-0.011,0.099
 TiRex-2,Seasonal Naive,1.0,1.0,1.0,0.282,0.211,0.351
+TabPFN-TS-3,Chronos-2,0.286,0.0,0.571,-0.065,-0.149,-0.008
+TabPFN-TS-3,Toto-2.0-1B,0.429,0.139,0.857,-0.043,-0.136,0.012
+TabPFN-TS-3,Toto-2.0-313m,0.286,0.0,0.714,-0.038,-0.131,0.023
+TabPFN-TS-3,Toto-2.0-2.5B,0.286,0.0,0.714,-0.035,-0.116,0.02
+TabPFN-TS-3,TimesFM-2.5,0.429,0.0,0.857,-0.045,-0.116,0.004
+TabPFN-TS-3,FlowState,0.286,0.0,0.714,-0.022,-0.084,0.02
+TabPFN-TS-3,TS-ICL,0.286,0.0,0.714,-0.012,-0.067,0.035
+TabPFN-TS-3,TiRex-2,0.429,0.139,0.857,-0.017,-0.114,0.048
+TabPFN-TS-3,TabPFN-TS-3,0.5,0.5,0.5,0.0,0.0,0.0
+TabPFN-TS-3,TiRex,0.571,0.143,0.857,-0.023,-0.113,0.029
+TabPFN-TS-3,Toto-2.0-22m,0.429,0.139,0.857,-0.013,-0.121,0.057
+TabPFN-TS-3,TFT,0.429,0.143,0.718,0.056,-0.099,0.215
+TabPFN-TS-3,TabPFN-TS,0.857,0.571,1.0,0.022,-0.05,0.073
+TabPFN-TS-3,Chronos-Bolt,0.857,0.571,1.0,0.024,-0.016,0.062
+TabPFN-TS-3,Moirai-2.0,0.857,0.571,1.0,0.024,-0.016,0.062
+TabPFN-TS-3,Seasonal Naive,0.857,0.571,1.0,0.27,0.138,0.362
 TiRex,Chronos-2,0.0,0.0,0.0,-0.04,-0.091,-0.011
 TiRex,Toto-2.0-1B,0.0,0.0,0.0,-0.02,-0.031,-0.01
-TiRex,Toto-2.0-2.5B,0.286,0.0,0.571,-0.012,-0.028,0.008
 TiRex,Toto-2.0-313m,0.286,0.0,0.571,-0.014,-0.031,0.005
+TiRex,Toto-2.0-2.5B,0.286,0.0,0.571,-0.012,-0.028,0.008
 TiRex,TimesFM-2.5,0.429,0.143,0.857,-0.021,-0.059,0.016
 TiRex,FlowState,0.429,0.143,0.857,0.002,-0.031,0.041
-TiRex,TabPFN-TS-3,0.429,0.143,0.857,0.023,-0.03,0.101
+TiRex,TS-ICL,0.571,0.286,0.857,0.011,-0.023,0.053
 TiRex,TiRex-2,0.571,0.286,0.857,0.006,-0.012,0.028
+TiRex,TabPFN-TS-3,0.429,0.143,0.857,0.023,-0.03,0.101
 TiRex,TiRex,0.5,0.5,0.5,0.0,0.0,0.0
 TiRex,Toto-2.0-22m,0.571,0.286,0.857,0.01,-0.011,0.034
 TiRex,TFT,0.571,0.143,0.857,0.077,-0.044,0.226
-TiRex,Moirai-2.0,0.714,0.429,1.0,0.047,0.006,0.101
-TiRex,Chronos-Bolt,0.714,0.429,1.0,0.047,0.006,0.101
 TiRex,TabPFN-TS,0.714,0.286,1.0,0.045,0.01,0.078
-TiRex,citras-fm,0.857,0.571,1.0,0.048,-0.003,0.122
+TiRex,Chronos-Bolt,0.714,0.429,1.0,0.047,0.006,0.101
+TiRex,Moirai-2.0,0.714,0.429,1.0,0.047,0.006,0.101
 TiRex,Seasonal Naive,1.0,1.0,1.0,0.287,0.21,0.357
 Toto-2.0-22m,Chronos-2,0.143,0.0,0.429,-0.051,-0.127,-0.009
 Toto-2.0-22m,Toto-2.0-1B,0.143,0.0,0.429,-0.03,-0.054,-0.01
-Toto-2.0-22m,Toto-2.0-2.5B,0.143,0.0,0.429,-0.022,-0.044,0.005
 Toto-2.0-22m,Toto-2.0-313m,0.143,0.0,0.429,-0.024,-0.041,-0.005
+Toto-2.0-22m,Toto-2.0-2.5B,0.143,0.0,0.429,-0.022,-0.044,0.005
 Toto-2.0-22m,TimesFM-2.5,0.286,0.0,0.714,-0.031,-0.088,0.023
 Toto-2.0-22m,FlowState,0.429,0.143,0.857,-0.008,-0.064,0.051
-Toto-2.0-22m,TabPFN-TS-3,0.571,0.143,0.861,0.013,-0.061,0.108
+Toto-2.0-22m,TS-ICL,0.429,0.143,0.714,0.001,-0.041,0.057
 Toto-2.0-22m,TiRex-2,0.143,0.0,0.429,-0.004,-0.011,0.006
+Toto-2.0-22m,TabPFN-TS-3,0.571,0.143,0.861,0.013,-0.061,0.108
 Toto-2.0-22m,TiRex,0.429,0.143,0.714,-0.01,-0.036,0.011
 Toto-2.0-22m,Toto-2.0-22m,0.5,0.5,0.5,0.0,0.0,0.0
 Toto-2.0-22m,TFT,0.571,0.143,0.857,0.068,-0.079,0.229
-Toto-2.0-22m,Moirai-2.0,0.714,0.429,1.0,0.037,-0.018,0.103
-Toto-2.0-22m,Chronos-Bolt,0.714,0.429,1.0,0.037,-0.018,0.103
 Toto-2.0-22m,TabPFN-TS,0.714,0.286,1.0,0.035,-0.018,0.083
-Toto-2.0-22m,citras-fm,0.714,0.429,1.0,0.038,-0.034,0.13
+Toto-2.0-22m,Chronos-Bolt,0.714,0.429,1.0,0.037,-0.018,0.103
+Toto-2.0-22m,Moirai-2.0,0.714,0.429,1.0,0.037,-0.018,0.103
 Toto-2.0-22m,Seasonal Naive,1.0,1.0,1.0,0.28,0.212,0.347
 TFT,Chronos-2,0.143,0.0,0.429,-0.127,-0.342,-0.018
 TFT,Toto-2.0-1B,0.286,0.0,0.571,-0.105,-0.322,0.025
-TFT,Toto-2.0-2.5B,0.286,0.0,0.571,-0.096,-0.317,0.041
 TFT,Toto-2.0-313m,0.286,0.0,0.571,-0.099,-0.323,0.04
+TFT,Toto-2.0-2.5B,0.286,0.0,0.571,-0.096,-0.317,0.041
 TFT,TimesFM-2.5,0.286,0.0,0.571,-0.107,-0.289,0.01
 TFT,FlowState,0.286,0.0,0.571,-0.082,-0.258,0.032
-TFT,TabPFN-TS-3,0.571,0.282,0.857,-0.059,-0.273,0.09
+TFT,TS-ICL,0.286,0.0,0.571,-0.072,-0.272,0.066
 TFT,TiRex-2,0.429,0.143,0.714,-0.077,-0.3,0.069
+TFT,TabPFN-TS-3,0.571,0.282,0.857,-0.059,-0.273,0.09
 TFT,TiRex,0.429,0.143,0.857,-0.084,-0.292,0.042
 TFT,Toto-2.0-22m,0.429,0.143,0.857,-0.073,-0.296,0.073
 TFT,TFT,0.5,0.5,0.5,0.0,0.0,0.0
-TFT,Moirai-2.0,0.571,0.282,0.857,-0.033,-0.24,0.101
-TFT,Chronos-Bolt,0.571,0.282,0.857,-0.033,-0.24,0.101
 TFT,TabPFN-TS,0.714,0.429,1.0,-0.035,-0.202,0.071
-TFT,citras-fm,0.571,0.282,0.857,-0.032,-0.23,0.108
+TFT,Chronos-Bolt,0.571,0.282,0.857,-0.033,-0.24,0.101
+TFT,Moirai-2.0,0.571,0.282,0.857,-0.033,-0.24,0.101
 TFT,Seasonal Naive,0.857,0.571,1.0,0.227,0.023,0.368
-Moirai-2.0,Chronos-2,0.0,0.0,0.0,-0.091,-0.155,-0.04
-Moirai-2.0,Toto-2.0-1B,0.0,0.0,0.0,-0.069,-0.136,-0.023
-Moirai-2.0,Toto-2.0-2.5B,0.143,0.0,0.429,-0.061,-0.116,-0.017
-Moirai-2.0,Toto-2.0-313m,0.143,0.0,0.429,-0.063,-0.131,-0.012
-Moirai-2.0,TimesFM-2.5,0.143,0.0,0.429,-0.071,-0.134,-0.025
-Moirai-2.0,FlowState,0.143,0.0,0.429,-0.047,-0.096,-0.007
-Moirai-2.0,TabPFN-TS-3,0.143,0.0,0.429,-0.025,-0.066,0.016
-Moirai-2.0,TiRex-2,0.286,0.0,0.571,-0.042,-0.109,0.011
-Moirai-2.0,TiRex,0.286,0.0,0.571,-0.049,-0.112,-0.006
-Moirai-2.0,Toto-2.0-22m,0.286,0.0,0.571,-0.038,-0.115,0.018
-Moirai-2.0,TFT,0.429,0.143,0.718,0.032,-0.112,0.193
-Moirai-2.0,Moirai-2.0,0.5,0.5,0.5,0.0,0.0,0.0
-Moirai-2.0,Chronos-Bolt,0.5,0.5,0.5,0.0,0.0,0.0
-Moirai-2.0,TabPFN-TS,0.429,0.0,0.714,-0.002,-0.057,0.047
-Moirai-2.0,citras-fm,0.714,0.286,1.0,0.001,-0.04,0.039
-Moirai-2.0,Seasonal Naive,0.857,0.571,1.0,0.252,0.148,0.333
-Chronos-Bolt,Chronos-2,0.0,0.0,0.0,-0.091,-0.155,-0.04
-Chronos-Bolt,Toto-2.0-1B,0.0,0.0,0.0,-0.069,-0.136,-0.023
-Chronos-Bolt,Toto-2.0-2.5B,0.143,0.0,0.429,-0.061,-0.116,-0.017
-Chronos-Bolt,Toto-2.0-313m,0.143,0.0,0.429,-0.063,-0.131,-0.012
-Chronos-Bolt,TimesFM-2.5,0.143,0.0,0.429,-0.071,-0.134,-0.025
-Chronos-Bolt,FlowState,0.143,0.0,0.429,-0.047,-0.096,-0.007
-Chronos-Bolt,TabPFN-TS-3,0.143,0.0,0.429,-0.025,-0.066,0.016
-Chronos-Bolt,TiRex-2,0.286,0.0,0.571,-0.042,-0.109,0.011
-Chronos-Bolt,TiRex,0.286,0.0,0.571,-0.049,-0.112,-0.006
-Chronos-Bolt,Toto-2.0-22m,0.286,0.0,0.571,-0.038,-0.115,0.018
-Chronos-Bolt,TFT,0.429,0.143,0.718,0.032,-0.112,0.193
-Chronos-Bolt,Moirai-2.0,0.5,0.5,0.5,0.0,0.0,0.0
-Chronos-Bolt,Chronos-Bolt,0.5,0.5,0.5,0.0,0.0,0.0
-Chronos-Bolt,TabPFN-TS,0.429,0.0,0.714,-0.002,-0.057,0.047
-Chronos-Bolt,citras-fm,0.714,0.286,1.0,0.001,-0.04,0.039
-Chronos-Bolt,Seasonal Naive,0.857,0.571,1.0,0.252,0.148,0.333
 TabPFN-TS,Chronos-2,0.0,0.0,0.0,-0.089,-0.128,-0.052
 TabPFN-TS,Toto-2.0-1B,0.143,0.0,0.429,-0.067,-0.108,-0.026
-TabPFN-TS,Toto-2.0-2.5B,0.143,0.0,0.429,-0.059,-0.102,-0.013
 TabPFN-TS,Toto-2.0-313m,0.143,0.0,0.429,-0.061,-0.108,-0.011
+TabPFN-TS,Toto-2.0-2.5B,0.143,0.0,0.429,-0.059,-0.102,-0.013
 TabPFN-TS,TimesFM-2.5,0.0,0.0,0.0,-0.069,-0.108,-0.036
 TabPFN-TS,FlowState,0.0,0.0,0.0,-0.045,-0.072,-0.023
-TabPFN-TS,TabPFN-TS-3,0.143,0.0,0.429,-0.023,-0.079,0.047
+TabPFN-TS,TS-ICL,0.429,0.143,0.857,-0.035,-0.086,0.019
 TabPFN-TS,TiRex-2,0.143,0.0,0.429,-0.041,-0.088,0.009
+TabPFN-TS,TabPFN-TS-3,0.143,0.0,0.429,-0.023,-0.079,0.047
 TabPFN-TS,TiRex,0.286,0.0,0.714,-0.047,-0.085,-0.01
 TabPFN-TS,Toto-2.0-22m,0.286,0.0,0.714,-0.037,-0.091,0.017
 TabPFN-TS,TFT,0.286,0.0,0.571,0.034,-0.077,0.168
-TabPFN-TS,Moirai-2.0,0.571,0.286,1.0,0.002,-0.05,0.054
-TabPFN-TS,Chronos-Bolt,0.571,0.286,1.0,0.002,-0.05,0.054
 TabPFN-TS,TabPFN-TS,0.5,0.5,0.5,0.0,0.0,0.0
-TabPFN-TS,citras-fm,0.429,0.143,0.857,0.003,-0.045,0.066
+TabPFN-TS,Chronos-Bolt,0.571,0.286,1.0,0.002,-0.05,0.054
+TabPFN-TS,Moirai-2.0,0.571,0.286,1.0,0.002,-0.05,0.054
 TabPFN-TS,Seasonal Naive,1.0,1.0,1.0,0.253,0.163,0.331
-citras-fm,Chronos-2,0.0,0.0,0.0,-0.092,-0.174,-0.037
-citras-fm,Toto-2.0-1B,0.143,0.0,0.429,-0.071,-0.159,-0.015
-citras-fm,Toto-2.0-2.5B,0.143,0.0,0.429,-0.062,-0.143,-0.005
-citras-fm,Toto-2.0-313m,0.143,0.0,0.429,-0.065,-0.155,-0.002
-citras-fm,TimesFM-2.5,0.0,0.0,0.0,-0.072,-0.139,-0.024
-citras-fm,FlowState,0.143,0.0,0.429,-0.048,-0.106,-0.01
-citras-fm,TabPFN-TS-3,0.0,0.0,0.0,-0.026,-0.037,-0.015
-citras-fm,TiRex-2,0.286,0.0,0.571,-0.044,-0.143,0.024
-citras-fm,TiRex,0.143,0.0,0.429,-0.05,-0.139,0.003
-citras-fm,Toto-2.0-22m,0.286,0.0,0.571,-0.04,-0.149,0.033
-citras-fm,TFT,0.429,0.143,0.718,0.031,-0.121,0.187
-citras-fm,Moirai-2.0,0.286,0.0,0.714,-0.001,-0.04,0.038
-citras-fm,Chronos-Bolt,0.286,0.0,0.714,-0.001,-0.04,0.038
-citras-fm,TabPFN-TS,0.571,0.143,0.857,-0.003,-0.071,0.043
-citras-fm,citras-fm,0.5,0.5,0.5,0.0,0.0,0.0
-citras-fm,Seasonal Naive,0.857,0.571,1.0,0.251,0.118,0.347
+Chronos-Bolt,Chronos-2,0.0,0.0,0.0,-0.091,-0.155,-0.04
+Chronos-Bolt,Toto-2.0-1B,0.0,0.0,0.0,-0.069,-0.136,-0.023
+Chronos-Bolt,Toto-2.0-313m,0.143,0.0,0.429,-0.063,-0.131,-0.012
+Chronos-Bolt,Toto-2.0-2.5B,0.143,0.0,0.429,-0.061,-0.116,-0.017
+Chronos-Bolt,TimesFM-2.5,0.143,0.0,0.429,-0.071,-0.134,-0.025
+Chronos-Bolt,FlowState,0.143,0.0,0.429,-0.047,-0.096,-0.007
+Chronos-Bolt,TS-ICL,0.143,0.0,0.429,-0.037,-0.088,0.002
+Chronos-Bolt,TiRex-2,0.286,0.0,0.571,-0.042,-0.109,0.011
+Chronos-Bolt,TabPFN-TS-3,0.143,0.0,0.429,-0.025,-0.066,0.016
+Chronos-Bolt,TiRex,0.286,0.0,0.571,-0.049,-0.112,-0.006
+Chronos-Bolt,Toto-2.0-22m,0.286,0.0,0.571,-0.038,-0.115,0.018
+Chronos-Bolt,TFT,0.429,0.143,0.718,0.032,-0.112,0.193
+Chronos-Bolt,TabPFN-TS,0.429,0.0,0.714,-0.002,-0.057,0.047
+Chronos-Bolt,Chronos-Bolt,0.5,0.5,0.5,0.0,0.0,0.0
+Chronos-Bolt,Moirai-2.0,0.5,0.5,0.5,0.0,0.0,0.0
+Chronos-Bolt,Seasonal Naive,0.857,0.571,1.0,0.252,0.148,0.333
+Moirai-2.0,Chronos-2,0.0,0.0,0.0,-0.091,-0.155,-0.04
+Moirai-2.0,Toto-2.0-1B,0.0,0.0,0.0,-0.069,-0.136,-0.023
+Moirai-2.0,Toto-2.0-313m,0.143,0.0,0.429,-0.063,-0.131,-0.012
+Moirai-2.0,Toto-2.0-2.5B,0.143,0.0,0.429,-0.061,-0.116,-0.017
+Moirai-2.0,TimesFM-2.5,0.143,0.0,0.429,-0.071,-0.134,-0.025
+Moirai-2.0,FlowState,0.143,0.0,0.429,-0.047,-0.096,-0.007
+Moirai-2.0,TS-ICL,0.143,0.0,0.429,-0.037,-0.088,0.002
+Moirai-2.0,TiRex-2,0.286,0.0,0.571,-0.042,-0.109,0.011
+Moirai-2.0,TabPFN-TS-3,0.143,0.0,0.429,-0.025,-0.066,0.016
+Moirai-2.0,TiRex,0.286,0.0,0.571,-0.049,-0.112,-0.006
+Moirai-2.0,Toto-2.0-22m,0.286,0.0,0.571,-0.038,-0.115,0.018
+Moirai-2.0,TFT,0.429,0.143,0.718,0.032,-0.112,0.193
+Moirai-2.0,TabPFN-TS,0.429,0.0,0.714,-0.002,-0.057,0.047
+Moirai-2.0,Chronos-Bolt,0.5,0.5,0.5,0.0,0.0,0.0
+Moirai-2.0,Moirai-2.0,0.5,0.5,0.5,0.0,0.0,0.0
+Moirai-2.0,Seasonal Naive,0.857,0.571,1.0,0.252,0.148,0.333
 Seasonal Naive,Chronos-2,0.0,0.0,0.0,-0.458,-0.643,-0.303
 Seasonal Naive,Toto-2.0-1B,0.0,0.0,0.0,-0.429,-0.591,-0.289
-Seasonal Naive,Toto-2.0-2.5B,0.0,0.0,0.0,-0.418,-0.577,-0.274
 Seasonal Naive,Toto-2.0-313m,0.0,0.0,0.0,-0.421,-0.584,-0.279
+Seasonal Naive,Toto-2.0-2.5B,0.0,0.0,0.0,-0.418,-0.577,-0.274
 Seasonal Naive,TimesFM-2.5,0.0,0.0,0.0,-0.431,-0.644,-0.257
 Seasonal Naive,FlowState,0.0,0.0,0.0,-0.399,-0.59,-0.233
-Seasonal Naive,TabPFN-TS-3,0.143,0.0,0.429,-0.37,-0.567,-0.16
+Seasonal Naive,TS-ICL,0.0,0.0,0.0,-0.386,-0.576,-0.209
 Seasonal Naive,TiRex-2,0.0,0.0,0.0,-0.393,-0.54,-0.267
+Seasonal Naive,TabPFN-TS-3,0.143,0.0,0.429,-0.37,-0.567,-0.16
 Seasonal Naive,TiRex,0.0,0.0,0.0,-0.402,-0.555,-0.267
 Seasonal Naive,Toto-2.0-22m,0.0,0.0,0.0,-0.388,-0.53,-0.269
 Seasonal Naive,TFT,0.143,0.0,0.429,-0.293,-0.583,-0.023
-Seasonal Naive,Moirai-2.0,0.143,0.0,0.429,-0.337,-0.499,-0.174
-Seasonal Naive,Chronos-Bolt,0.143,0.0,0.429,-0.337,-0.499,-0.174
 Seasonal Naive,TabPFN-TS,0.0,0.0,0.0,-0.339,-0.495,-0.195
-Seasonal Naive,citras-fm,0.143,0.0,0.429,-0.335,-0.53,-0.134
+Seasonal Naive,Chronos-Bolt,0.143,0.0,0.429,-0.337,-0.499,-0.174
+Seasonal Naive,Moirai-2.0,0.143,0.0,0.429,-0.337,-0.499,-0.174
 Seasonal Naive,Seasonal Naive,0.5,0.5,0.5,0.0,0.0,0.0

tables/domain_mobility/pairwise_WQL.csv

@@ -5,12 +5,12 @@ Chronos-2,TimesFM-2.5,0.571,0.286,0.857,0.023,-0.013,0.065
 Chronos-2,Toto-2.0-2.5B,0.429,0.143,0.714,0.024,-0.011,0.075
 Chronos-2,Toto-2.0-313m,0.714,0.429,1.0,0.026,-0.011,0.079
 Chronos-2,TabPFN-TS-3,0.714,0.429,1.0,0.062,0.008,0.137
-Chronos-2,TiRex-2,0.714,0.429,1.0,0.045,0.008,0.102
+Chronos-2,TS-ICL,0.714,0.429,1.0,0.045,-0.003,0.099
 Chronos-2,TiRex,1.0,1.0,1.0,0.037,0.014,0.072
+Chronos-2,TiRex-2,0.714,0.429,1.0,0.045,0.008,0.102
 Chronos-2,FlowState,0.714,0.429,1.0,0.048,0.014,0.086
 Chronos-2,Toto-2.0-22m,0.857,0.571,1.0,0.046,0.006,0.107
 Chronos-2,TFT,0.857,0.571,1.0,0.122,0.025,0.267
-Chronos-2,Toto-2.0-4m,1.0,1.0,1.0,0.105,0.046,0.169
 Chronos-2,TabPFN-TS,1.0,1.0,1.0,0.109,0.058,0.168
 Chronos-2,citras-fm,1.0,1.0,1.0,0.107,0.047,0.2
 Chronos-2,Toto-1.0,1.0,1.0,1.0,0.079,0.044,0.129
@@ -22,12 +22,12 @@ Toto-2.0-1B,TimesFM-2.5,0.429,0.143,0.857,0.006,-0.032,0.05
 Toto-2.0-1B,Toto-2.0-2.5B,0.429,0.143,0.857,0.007,-0.004,0.019
 Toto-2.0-1B,Toto-2.0-313m,0.714,0.429,1.0,0.008,-0.001,0.022
 Toto-2.0-1B,TabPFN-TS-3,0.571,0.143,0.861,0.045,-0.012,0.127
-Toto-2.0-1B,TiRex-2,0.857,0.571,1.0,0.028,0.012,0.048
+Toto-2.0-1B,TS-ICL,0.857,0.571,1.0,0.028,-0.006,0.07
 Toto-2.0-1B,TiRex,1.0,1.0,1.0,0.02,0.006,0.035
+Toto-2.0-1B,TiRex-2,0.857,0.571,1.0,0.028,0.012,0.048
 Toto-2.0-1B,FlowState,0.571,0.143,0.861,0.031,-0.002,0.073
 Toto-2.0-1B,Toto-2.0-22m,1.0,1.0,1.0,0.029,0.01,0.052
 Toto-2.0-1B,TFT,0.714,0.429,1.0,0.107,-0.013,0.261
-Toto-2.0-1B,Toto-2.0-4m,1.0,1.0,1.0,0.089,0.043,0.135
 Toto-2.0-1B,TabPFN-TS,0.857,0.571,1.0,0.094,0.031,0.161
 Toto-2.0-1B,citras-fm,0.857,0.571,1.0,0.091,0.019,0.194
 Toto-2.0-1B,Toto-1.0,1.0,1.0,1.0,0.063,0.042,0.084
@@ -39,12 +39,12 @@ TimesFM-2.5,TimesFM-2.5,0.5,0.5,0.5,0.0,0.0,0.0
 TimesFM-2.5,Toto-2.0-2.5B,0.571,0.143,0.857,0.001,-0.04,0.04
 TimesFM-2.5,Toto-2.0-313m,0.571,0.143,0.857,0.002,-0.049,0.048
 TimesFM-2.5,TabPFN-TS-3,0.714,0.429,1.0,0.039,-0.001,0.094
-TimesFM-2.5,TiRex-2,0.571,0.143,0.857,0.022,-0.03,0.071
+TimesFM-2.5,TS-ICL,0.714,0.429,1.0,0.022,0.005,0.045
 TimesFM-2.5,TiRex,0.571,0.143,0.857,0.014,-0.025,0.047
+TimesFM-2.5,TiRex-2,0.571,0.143,0.857,0.022,-0.03,0.071
 TimesFM-2.5,FlowState,1.0,1.0,1.0,0.025,0.015,0.036
 TimesFM-2.5,Toto-2.0-22m,0.714,0.286,1.0,0.023,-0.039,0.08
 TimesFM-2.5,TFT,0.714,0.429,1.0,0.101,-0.006,0.24
-TimesFM-2.5,Toto-2.0-4m,0.714,0.286,1.0,0.084,0.001,0.163
 TimesFM-2.5,TabPFN-TS,1.0,1.0,1.0,0.088,0.042,0.134
 TimesFM-2.5,citras-fm,1.0,1.0,1.0,0.086,0.03,0.162
 TimesFM-2.5,Toto-1.0,0.857,0.571,1.0,0.057,0.004,0.105
@@ -56,12 +56,12 @@ Toto-2.0-2.5B,TimesFM-2.5,0.429,0.143,0.857,-0.001,-0.042,0.038
 Toto-2.0-2.5B,Toto-2.0-2.5B,0.5,0.5,0.5,0.0,0.0,0.0
 Toto-2.0-2.5B,Toto-2.0-313m,0.429,0.139,0.857,0.001,-0.009,0.009
 Toto-2.0-2.5B,TabPFN-TS-3,0.571,0.143,0.861,0.038,-0.019,0.114
-Toto-2.0-2.5B,TiRex-2,0.857,0.571,1.0,0.021,0.004,0.037
+Toto-2.0-2.5B,TS-ICL,0.571,0.143,0.857,0.021,-0.008,0.054
 Toto-2.0-2.5B,TiRex,0.714,0.429,1.0,0.013,-0.008,0.031
+Toto-2.0-2.5B,TiRex-2,0.857,0.571,1.0,0.021,0.004,0.037
 Toto-2.0-2.5B,FlowState,0.714,0.286,1.0,0.024,-0.01,0.06
 Toto-2.0-2.5B,Toto-2.0-22m,0.857,0.571,1.0,0.022,-0.0,0.042
 Toto-2.0-2.5B,TFT,0.571,0.286,0.857,0.1,-0.028,0.257
-Toto-2.0-2.5B,Toto-2.0-4m,0.857,0.571,1.0,0.082,0.034,0.131
 Toto-2.0-2.5B,TabPFN-TS,0.857,0.571,1.0,0.087,0.019,0.157
 Toto-2.0-2.5B,citras-fm,0.857,0.571,1.0,0.085,0.01,0.182
 Toto-2.0-2.5B,Toto-1.0,1.0,1.0,1.0,0.056,0.033,0.077
@@ -73,12 +73,12 @@ Toto-2.0-313m,TimesFM-2.5,0.429,0.143,0.857,-0.002,-0.051,0.046
 Toto-2.0-313m,Toto-2.0-2.5B,0.571,0.143,0.861,-0.001,-0.009,0.009
 Toto-2.0-313m,Toto-2.0-313m,0.5,0.5,0.5,0.0,0.0,0.0
 Toto-2.0-313m,TabPFN-TS-3,0.571,0.143,0.861,0.037,-0.03,0.122
-Toto-2.0-313m,TiRex-2,0.857,0.571,1.0,0.02,0.008,0.032
+Toto-2.0-313m,TS-ICL,0.571,0.143,0.857,0.02,-0.015,0.061
 Toto-2.0-313m,TiRex,0.857,0.571,1.0,0.012,-0.012,0.032
+Toto-2.0-313m,TiRex-2,0.857,0.571,1.0,0.02,0.008,0.032
 Toto-2.0-313m,FlowState,0.571,0.143,0.861,0.023,-0.019,0.068
 Toto-2.0-313m,Toto-2.0-22m,0.857,0.571,1.0,0.021,0.007,0.035
 Toto-2.0-313m,TFT,0.714,0.429,1.0,0.099,-0.032,0.257
-Toto-2.0-313m,Toto-2.0-4m,1.0,1.0,1.0,0.081,0.038,0.127
 Toto-2.0-313m,TabPFN-TS,0.857,0.571,1.0,0.086,0.015,0.158
 Toto-2.0-313m,citras-fm,0.857,0.571,1.0,0.084,0.002,0.189
 Toto-2.0-313m,Toto-1.0,1.0,1.0,1.0,0.055,0.036,0.075
@@ -90,63 +90,80 @@ TabPFN-TS-3,TimesFM-2.5,0.286,0.0,0.571,-0.041,-0.104,0.001
 TabPFN-TS-3,Toto-2.0-2.5B,0.429,0.139,0.857,-0.04,-0.129,0.019
 TabPFN-TS-3,Toto-2.0-313m,0.429,0.139,0.857,-0.038,-0.139,0.029
 TabPFN-TS-3,TabPFN-TS-3,0.5,0.5,0.5,0.0,0.0,0.0
-TabPFN-TS-3,TiRex-2,0.429,0.139,0.857,-0.018,-0.123,0.051
+TabPFN-TS-3,TS-ICL,0.429,0.0,0.857,-0.018,-0.08,0.032
 TabPFN-TS-3,TiRex,0.571,0.143,0.857,-0.026,-0.119,0.026
+TabPFN-TS-3,TiRex-2,0.429,0.139,0.857,-0.018,-0.123,0.051
 TabPFN-TS-3,FlowState,0.714,0.286,1.0,-0.014,-0.075,0.022
 TabPFN-TS-3,Toto-2.0-22m,0.429,0.139,0.857,-0.017,-0.132,0.058
 TabPFN-TS-3,TFT,0.429,0.143,0.718,0.064,-0.093,0.23
-TabPFN-TS-3,Toto-2.0-4m,0.714,0.286,1.0,0.046,-0.078,0.134
 TabPFN-TS-3,TabPFN-TS,0.714,0.286,1.0,0.051,-0.033,0.119
 TabPFN-TS-3,citras-fm,1.0,1.0,1.0,0.049,0.027,0.077
 TabPFN-TS-3,Toto-1.0,0.857,0.571,1.0,0.018,-0.086,0.083
 TabPFN-TS-3,Chronos-Bolt,1.0,1.0,1.0,0.051,0.029,0.085
 TabPFN-TS-3,Seasonal Naive,1.0,1.0,1.0,0.409,0.27,0.515
-TiRex-2,Chronos-2,0.286,0.0,0.571,-0.047,-0.114,-0.008
-TiRex-2,Toto-2.0-1B,0.143,0.0,0.429,-0.029,-0.051,-0.012
-TiRex-2,TimesFM-2.5,0.429,0.143,0.857,-0.023,-0.076,0.029
-TiRex-2,Toto-2.0-2.5B,0.143,0.0,0.429,-0.021,-0.038,-0.004
-TiRex-2,Toto-2.0-313m,0.143,0.0,0.429,-0.02,-0.034,-0.008
-TiRex-2,TabPFN-TS-3,0.571,0.143,0.861,0.018,-0.053,0.11
-TiRex-2,TiRex-2,0.5,0.5,0.5,0.0,0.0,0.0
-TiRex-2,TiRex,0.286,0.0,0.571,-0.008,-0.034,0.012
-TiRex-2,FlowState,0.429,0.143,0.857,0.003,-0.043,0.051
-TiRex-2,Toto-2.0-22m,0.714,0.286,1.0,0.001,-0.01,0.011
-TiRex-2,TFT,0.714,0.429,1.0,0.081,-0.058,0.241
-TiRex-2,Toto-2.0-4m,0.857,0.571,1.0,0.063,0.023,0.105
-TiRex-2,TabPFN-TS,0.857,0.571,1.0,0.068,-0.009,0.143
-TiRex-2,citras-fm,0.857,0.571,1.0,0.065,-0.023,0.177
-TiRex-2,Toto-1.0,1.0,1.0,1.0,0.036,0.022,0.05
-TiRex-2,Chronos-Bolt,0.714,0.429,1.0,0.068,0.001,0.151
-TiRex-2,Seasonal Naive,1.0,1.0,1.0,0.42,0.321,0.501
+TS-ICL,Chronos-2,0.286,0.0,0.571,-0.047,-0.11,0.003
+TS-ICL,Toto-2.0-1B,0.143,0.0,0.429,-0.029,-0.075,0.006
+TS-ICL,TimesFM-2.5,0.286,0.0,0.571,-0.023,-0.047,-0.005
+TS-ICL,Toto-2.0-2.5B,0.429,0.143,0.857,-0.021,-0.058,0.008
+TS-ICL,Toto-2.0-313m,0.429,0.143,0.857,-0.02,-0.065,0.014
+TS-ICL,TabPFN-TS-3,0.571,0.143,1.0,0.018,-0.033,0.074
+TS-ICL,TS-ICL,0.5,0.5,0.5,0.0,0.0,0.0
+TS-ICL,TiRex,0.286,0.0,0.571,-0.008,-0.051,0.024
+TS-ICL,TiRex-2,0.429,0.143,0.857,-0.0,-0.049,0.041
+TS-ICL,FlowState,0.571,0.143,0.857,0.003,-0.023,0.026
+TS-ICL,Toto-2.0-22m,0.429,0.143,0.857,0.001,-0.056,0.049
+TS-ICL,TFT,0.714,0.429,1.0,0.081,-0.041,0.223
+TS-ICL,TabPFN-TS,0.714,0.286,1.0,0.068,0.0,0.127
+TS-ICL,citras-fm,0.857,0.571,1.0,0.065,-0.005,0.146
+TS-ICL,Toto-1.0,0.857,0.571,1.0,0.035,-0.015,0.076
+TS-ICL,Chronos-Bolt,0.857,0.571,1.0,0.068,0.014,0.128
+TS-ICL,Seasonal Naive,1.0,1.0,1.0,0.419,0.296,0.522
 TiRex,Chronos-2,0.0,0.0,0.0,-0.038,-0.078,-0.015
 TiRex,Toto-2.0-1B,0.0,0.0,0.0,-0.02,-0.037,-0.006
 TiRex,TimesFM-2.5,0.429,0.143,0.857,-0.014,-0.049,0.024
 TiRex,Toto-2.0-2.5B,0.286,0.0,0.571,-0.013,-0.032,0.007
 TiRex,Toto-2.0-313m,0.143,0.0,0.429,-0.012,-0.034,0.012
 TiRex,TabPFN-TS-3,0.429,0.143,0.857,0.026,-0.027,0.107
-TiRex,TiRex-2,0.714,0.429,1.0,0.008,-0.012,0.033
+TiRex,TS-ICL,0.714,0.429,1.0,0.008,-0.025,0.048
 TiRex,TiRex,0.5,0.5,0.5,0.0,0.0,0.0
+TiRex,TiRex-2,0.714,0.429,1.0,0.008,-0.012,0.033
 TiRex,FlowState,0.429,0.143,0.857,0.011,-0.016,0.046
 TiRex,Toto-2.0-22m,0.571,0.286,0.857,0.009,-0.017,0.041
 TiRex,TFT,0.714,0.429,1.0,0.088,-0.023,0.237
-TiRex,Toto-2.0-4m,0.857,0.571,1.0,0.07,0.018,0.12
 TiRex,TabPFN-TS,0.714,0.286,1.0,0.075,0.013,0.139
 TiRex,citras-fm,0.857,0.571,1.0,0.073,0.002,0.175
 TiRex,Toto-1.0,1.0,1.0,1.0,0.043,0.026,0.064
 TiRex,Chronos-Bolt,0.857,0.571,1.0,0.075,0.017,0.156
 TiRex,Seasonal Naive,1.0,1.0,1.0,0.424,0.325,0.511
+TiRex-2,Chronos-2,0.286,0.0,0.571,-0.047,-0.114,-0.008
+TiRex-2,Toto-2.0-1B,0.143,0.0,0.429,-0.029,-0.051,-0.012
+TiRex-2,TimesFM-2.5,0.429,0.143,0.857,-0.023,-0.076,0.029
+TiRex-2,Toto-2.0-2.5B,0.143,0.0,0.429,-0.021,-0.038,-0.004
+TiRex-2,Toto-2.0-313m,0.143,0.0,0.429,-0.02,-0.034,-0.008
+TiRex-2,TabPFN-TS-3,0.571,0.143,0.861,0.018,-0.053,0.11
+TiRex-2,TS-ICL,0.571,0.143,0.857,0.0,-0.043,0.047
+TiRex-2,TiRex,0.286,0.0,0.571,-0.008,-0.034,0.012
+TiRex-2,TiRex-2,0.5,0.5,0.5,0.0,0.0,0.0
+TiRex-2,FlowState,0.429,0.143,0.857,0.003,-0.043,0.051
+TiRex-2,Toto-2.0-22m,0.714,0.286,1.0,0.001,-0.01,0.011
+TiRex-2,TFT,0.714,0.429,1.0,0.081,-0.058,0.241
+TiRex-2,TabPFN-TS,0.857,0.571,1.0,0.068,-0.009,0.143
+TiRex-2,citras-fm,0.857,0.571,1.0,0.065,-0.023,0.177
+TiRex-2,Toto-1.0,1.0,1.0,1.0,0.036,0.022,0.05
+TiRex-2,Chronos-Bolt,0.714,0.429,1.0,0.068,0.001,0.151
+TiRex-2,Seasonal Naive,1.0,1.0,1.0,0.42,0.321,0.501
 FlowState,Chronos-2,0.286,0.0,0.571,-0.05,-0.094,-0.014
 FlowState,Toto-2.0-1B,0.429,0.139,0.857,-0.032,-0.079,0.002
 FlowState,TimesFM-2.5,0.0,0.0,0.0,-0.026,-0.037,-0.015
 FlowState,Toto-2.0-2.5B,0.286,0.0,0.714,-0.025,-0.063,0.01
 FlowState,Toto-2.0-313m,0.429,0.139,0.857,-0.024,-0.073,0.019
 FlowState,TabPFN-TS-3,0.286,0.0,0.714,0.014,-0.022,0.069
-FlowState,TiRex-2,0.571,0.143,0.857,-0.003,-0.054,0.042
+FlowState,TS-ICL,0.429,0.143,0.857,-0.003,-0.027,0.023
 FlowState,TiRex,0.571,0.143,0.857,-0.012,-0.049,0.016
+FlowState,TiRex-2,0.571,0.143,0.857,-0.003,-0.054,0.042
 FlowState,FlowState,0.5,0.5,0.5,0.0,0.0,0.0
 FlowState,Toto-2.0-22m,0.571,0.143,0.857,-0.002,-0.065,0.051
 FlowState,TFT,0.571,0.286,0.857,0.078,-0.035,0.221
-FlowState,Toto-2.0-4m,0.571,0.143,0.857,0.06,-0.019,0.133
 FlowState,TabPFN-TS,1.0,1.0,1.0,0.064,0.021,0.112
 FlowState,citras-fm,0.714,0.286,1.0,0.062,0.009,0.139
 FlowState,Toto-1.0,0.571,0.143,0.857,0.032,-0.019,0.076
@@ -158,12 +175,12 @@ Toto-2.0-22m,TimesFM-2.5,0.286,0.0,0.714,-0.024,-0.086,0.038
 Toto-2.0-22m,Toto-2.0-2.5B,0.143,0.0,0.429,-0.022,-0.044,0.0
 Toto-2.0-22m,Toto-2.0-313m,0.143,0.0,0.429,-0.021,-0.037,-0.007
 Toto-2.0-22m,TabPFN-TS-3,0.571,0.143,0.861,0.017,-0.062,0.117
-Toto-2.0-22m,TiRex-2,0.286,0.0,0.714,-0.001,-0.011,0.01
+Toto-2.0-22m,TS-ICL,0.571,0.143,0.857,-0.001,-0.051,0.053
 Toto-2.0-22m,TiRex,0.429,0.143,0.714,-0.009,-0.042,0.017
+Toto-2.0-22m,TiRex-2,0.286,0.0,0.714,-0.001,-0.011,0.01
 Toto-2.0-22m,FlowState,0.429,0.143,0.857,0.002,-0.054,0.061
 Toto-2.0-22m,Toto-2.0-22m,0.5,0.5,0.5,0.0,0.0,0.0
 Toto-2.0-22m,TFT,0.571,0.143,0.857,0.08,-0.064,0.248
-Toto-2.0-22m,Toto-2.0-4m,1.0,1.0,1.0,0.062,0.026,0.101
 Toto-2.0-22m,TabPFN-TS,0.714,0.286,1.0,0.067,-0.017,0.149
 Toto-2.0-22m,citras-fm,0.857,0.571,1.0,0.064,-0.029,0.184
 Toto-2.0-22m,Toto-1.0,1.0,1.0,1.0,0.035,0.019,0.05
@@ -175,46 +192,29 @@ TFT,TimesFM-2.5,0.286,0.0,0.571,-0.113,-0.315,0.006
 TFT,Toto-2.0-2.5B,0.429,0.143,0.714,-0.111,-0.346,0.027
 TFT,Toto-2.0-313m,0.286,0.0,0.571,-0.11,-0.346,0.031
 TFT,TabPFN-TS-3,0.571,0.282,0.857,-0.069,-0.298,0.085
-TFT,TiRex-2,0.286,0.0,0.571,-0.088,-0.317,0.055
+TFT,TS-ICL,0.286,0.0,0.571,-0.088,-0.287,0.04
 TFT,TiRex,0.286,0.0,0.571,-0.097,-0.311,0.022
+TFT,TiRex-2,0.286,0.0,0.571,-0.088,-0.317,0.055
 TFT,FlowState,0.429,0.143,0.714,-0.084,-0.283,0.034
 TFT,Toto-2.0-22m,0.429,0.143,0.857,-0.087,-0.329,0.06
 TFT,TFT,0.5,0.5,0.5,0.0,0.0,0.0
-TFT,Toto-2.0-4m,0.429,0.143,0.857,-0.02,-0.262,0.136
 TFT,TabPFN-TS,0.714,0.429,1.0,-0.014,-0.142,0.075
 TFT,citras-fm,0.571,0.282,0.857,-0.017,-0.229,0.146
 TFT,Toto-1.0,0.571,0.282,0.857,-0.049,-0.268,0.085
 TFT,Chronos-Bolt,0.714,0.429,1.0,-0.014,-0.221,0.136
 TFT,Seasonal Naive,1.0,1.0,1.0,0.368,0.241,0.486
-Toto-2.0-4m,Chronos-2,0.0,0.0,0.0,-0.117,-0.203,-0.048
-Toto-2.0-4m,Toto-2.0-1B,0.0,0.0,0.0,-0.098,-0.157,-0.045
-Toto-2.0-4m,TimesFM-2.5,0.286,0.0,0.714,-0.091,-0.195,-0.001
-Toto-2.0-4m,Toto-2.0-2.5B,0.143,0.0,0.429,-0.09,-0.151,-0.035
-Toto-2.0-4m,Toto-2.0-313m,0.0,0.0,0.0,-0.089,-0.145,-0.039
-Toto-2.0-4m,TabPFN-TS-3,0.286,0.0,0.714,-0.048,-0.155,0.073
-Toto-2.0-4m,TiRex-2,0.143,0.0,0.429,-0.067,-0.117,-0.023
-Toto-2.0-4m,TiRex,0.143,0.0,0.429,-0.076,-0.136,-0.018
-Toto-2.0-4m,FlowState,0.429,0.143,0.857,-0.064,-0.154,0.019
-Toto-2.0-4m,Toto-2.0-22m,0.0,0.0,0.0,-0.066,-0.113,-0.026
-Toto-2.0-4m,TFT,0.571,0.143,0.857,0.019,-0.157,0.208
-Toto-2.0-4m,Toto-2.0-4m,0.5,0.5,0.5,0.0,0.0,0.0
-Toto-2.0-4m,TabPFN-TS,0.429,0.143,0.857,0.005,-0.099,0.113
-Toto-2.0-4m,citras-fm,0.429,0.143,0.857,0.002,-0.113,0.148
-Toto-2.0-4m,Toto-1.0,0.429,0.143,0.857,-0.029,-0.079,0.011
-Toto-2.0-4m,Chronos-Bolt,0.571,0.143,0.861,0.005,-0.092,0.117
-Toto-2.0-4m,Seasonal Naive,1.0,1.0,1.0,0.381,0.287,0.465
 TabPFN-TS,Chronos-2,0.0,0.0,0.0,-0.123,-0.202,-0.061
 TabPFN-TS,Toto-2.0-1B,0.143,0.0,0.429,-0.103,-0.191,-0.032
 TabPFN-TS,TimesFM-2.5,0.0,0.0,0.0,-0.097,-0.154,-0.044
 TabPFN-TS,Toto-2.0-2.5B,0.143,0.0,0.429,-0.095,-0.186,-0.02
 TabPFN-TS,Toto-2.0-313m,0.143,0.0,0.429,-0.094,-0.187,-0.015
 TabPFN-TS,TabPFN-TS-3,0.286,0.0,0.714,-0.054,-0.135,0.032
-TabPFN-TS,TiRex-2,0.143,0.0,0.429,-0.073,-0.166,0.009
+TabPFN-TS,TS-ICL,0.286,0.0,0.714,-0.072,-0.146,-0.0
 TabPFN-TS,TiRex,0.286,0.0,0.714,-0.081,-0.161,-0.013
+TabPFN-TS,TiRex-2,0.143,0.0,0.429,-0.073,-0.166,0.009
 TabPFN-TS,FlowState,0.0,0.0,0.0,-0.069,-0.126,-0.022
 TabPFN-TS,Toto-2.0-22m,0.286,0.0,0.714,-0.071,-0.175,0.017
 TabPFN-TS,TFT,0.286,0.0,0.571,0.014,-0.081,0.124
-TabPFN-TS,Toto-2.0-4m,0.571,0.143,0.857,-0.005,-0.127,0.09
 TabPFN-TS,TabPFN-TS,0.5,0.5,0.5,0.0,0.0,0.0
 TabPFN-TS,citras-fm,0.429,0.143,0.857,-0.003,-0.096,0.104
 TabPFN-TS,Toto-1.0,0.429,0.143,0.857,-0.034,-0.124,0.047
@@ -226,12 +226,12 @@ citras-fm,TimesFM-2.5,0.0,0.0,0.0,-0.094,-0.194,-0.031
 citras-fm,Toto-2.0-2.5B,0.143,0.0,0.429,-0.093,-0.222,-0.01
 citras-fm,Toto-2.0-313m,0.143,0.0,0.429,-0.091,-0.232,-0.002
 citras-fm,TabPFN-TS-3,0.0,0.0,0.0,-0.051,-0.084,-0.028
-citras-fm,TiRex-2,0.143,0.0,0.429,-0.07,-0.215,0.022
+citras-fm,TS-ICL,0.143,0.0,0.429,-0.07,-0.17,0.005
 citras-fm,TiRex,0.143,0.0,0.429,-0.079,-0.213,-0.002
+citras-fm,TiRex-2,0.143,0.0,0.429,-0.07,-0.215,0.022
 citras-fm,FlowState,0.286,0.0,0.714,-0.066,-0.162,-0.009
 citras-fm,Toto-2.0-22m,0.143,0.0,0.429,-0.069,-0.226,0.028
 citras-fm,TFT,0.429,0.143,0.718,0.017,-0.171,0.186
-citras-fm,Toto-2.0-4m,0.571,0.143,0.857,-0.003,-0.174,0.101
 citras-fm,TabPFN-TS,0.571,0.143,0.857,0.003,-0.116,0.088
 citras-fm,citras-fm,0.5,0.5,0.5,0.0,0.0,0.0
 citras-fm,Toto-1.0,0.429,0.139,0.857,-0.032,-0.176,0.057
@@ -243,12 +243,12 @@ Toto-1.0,TimesFM-2.5,0.143,0.0,0.429,-0.06,-0.118,-0.004
 Toto-1.0,Toto-2.0-2.5B,0.0,0.0,0.0,-0.059,-0.083,-0.034
 Toto-1.0,Toto-2.0-313m,0.0,0.0,0.0,-0.058,-0.081,-0.037
 Toto-1.0,TabPFN-TS-3,0.143,0.0,0.429,-0.019,-0.091,0.079
-Toto-1.0,TiRex-2,0.0,0.0,0.0,-0.037,-0.053,-0.023
+Toto-1.0,TS-ICL,0.143,0.0,0.429,-0.037,-0.082,0.015
 Toto-1.0,TiRex,0.0,0.0,0.0,-0.045,-0.068,-0.027
+Toto-1.0,TiRex-2,0.0,0.0,0.0,-0.037,-0.053,-0.023
 Toto-1.0,FlowState,0.429,0.143,0.857,-0.033,-0.083,0.019
 Toto-1.0,Toto-2.0-22m,0.0,0.0,0.0,-0.036,-0.053,-0.019
 Toto-1.0,TFT,0.429,0.143,0.718,0.047,-0.093,0.211
-Toto-1.0,Toto-2.0-4m,0.571,0.143,0.857,0.028,-0.012,0.073
 Toto-1.0,TabPFN-TS,0.571,0.143,0.857,0.033,-0.05,0.11
 Toto-1.0,citras-fm,0.571,0.143,0.861,0.031,-0.06,0.149
 Toto-1.0,Toto-1.0,0.5,0.5,0.5,0.0,0.0,0.0
@@ -260,12 +260,12 @@ Chronos-Bolt,TimesFM-2.5,0.0,0.0,0.0,-0.097,-0.175,-0.045
 Chronos-Bolt,Toto-2.0-2.5B,0.143,0.0,0.429,-0.095,-0.19,-0.027
 Chronos-Bolt,Toto-2.0-313m,0.143,0.0,0.429,-0.094,-0.201,-0.019
 Chronos-Bolt,TabPFN-TS-3,0.0,0.0,0.0,-0.054,-0.093,-0.03
-Chronos-Bolt,TiRex-2,0.286,0.0,0.571,-0.073,-0.178,-0.001
+Chronos-Bolt,TS-ICL,0.143,0.0,0.429,-0.073,-0.147,-0.015
 Chronos-Bolt,TiRex,0.143,0.0,0.429,-0.081,-0.185,-0.017
+Chronos-Bolt,TiRex-2,0.286,0.0,0.571,-0.073,-0.178,-0.001
 Chronos-Bolt,FlowState,0.0,0.0,0.0,-0.069,-0.14,-0.021
 Chronos-Bolt,Toto-2.0-22m,0.286,0.0,0.571,-0.072,-0.185,0.009
 Chronos-Bolt,TFT,0.286,0.0,0.571,0.014,-0.158,0.181
-Chronos-Bolt,Toto-2.0-4m,0.429,0.139,0.857,-0.005,-0.132,0.084
 Chronos-Bolt,TabPFN-TS,0.429,0.0,0.714,-0.0,-0.094,0.08
 Chronos-Bolt,citras-fm,0.286,0.0,0.571,-0.003,-0.05,0.042
 Chronos-Bolt,Toto-1.0,0.429,0.139,0.857,-0.035,-0.136,0.036
@@ -277,12 +277,12 @@ Seasonal Naive,TimesFM-2.5,0.0,0.0,0.0,-0.762,-1.122,-0.461
 Seasonal Naive,Toto-2.0-2.5B,0.0,0.0,0.0,-0.759,-1.087,-0.477
 Seasonal Naive,Toto-2.0-313m,0.0,0.0,0.0,-0.757,-1.076,-0.483
 Seasonal Naive,TabPFN-TS-3,0.0,0.0,0.0,-0.692,-1.063,-0.37
-Seasonal Naive,TiRex-2,0.0,0.0,0.0,-0.723,-1.006,-0.472
+Seasonal Naive,TS-ICL,0.0,0.0,0.0,-0.723,-1.093,-0.42
 Seasonal Naive,TiRex,0.0,0.0,0.0,-0.737,-1.043,-0.481
+Seasonal Naive,TiRex-2,0.0,0.0,0.0,-0.723,-1.006,-0.472
 Seasonal Naive,FlowState,0.0,0.0,0.0,-0.717,-1.057,-0.436
 Seasonal Naive,Toto-2.0-22m,0.0,0.0,0.0,-0.721,-1.008,-0.47
 Seasonal Naive,TFT,0.0,0.0,0.0,-0.583,-0.946,-0.318
-Seasonal Naive,Toto-2.0-4m,0.0,0.0,0.0,-0.614,-0.868,-0.403
 Seasonal Naive,TabPFN-TS,0.0,0.0,0.0,-0.606,-0.908,-0.381
 Seasonal Naive,citras-fm,0.143,0.0,0.429,-0.61,-0.975,-0.284
 Seasonal Naive,Toto-1.0,0.0,0.0,0.0,-0.661,-0.934,-0.421

tables/domain_nature/leaderboard_MASE.csv

@@ -1,30 +1,31 @@
 model_name,win_rate,skill_score,median_training_time_s_per100,median_inference_time_s_per100,training_corpus_overlap,num_failures
-Chronos-2,89.2857142857143,32.66797317900995,0.0,1.2412635011904762,0.0,0.0
-TiRex-2,82.14285714285715,30.201739251352212,0.0,0.5037701877188825,0.0,0.0
-TiRex,79.28571428571429,29.260350065108376,0.0,0.5982643197619048,0.0,0.0
-citras-fm,79.28571428571429,29.209520364239804,0.0,2.3397720910989763,0.0,0.0
-Toto-2.0-2.5B,77.14285714285715,29.93563029482772,0.0,5.480653777619048,0.0,0.0
-Toto-2.0-1B,76.42857142857142,29.99164696817904,0.0,2.6320384638095238,0.0,0.0
-FlowState,73.57142857142858,29.357226912555344,0.0,3.96545264,0.0,0.0
-Toto-2.0-313m,73.57142857142857,29.754752173256584,0.0,1.0491609395238097,0.0,0.0
-Chronos-Bolt,71.78571428571428,28.93605738519158,0.0,0.48393358404761905,0.0,0.0
-TimesFM-2.5,70.0,29.394157929053712,0.0,8.123959618571428,0.0,0.0
-Toto-2.0-22m,65.0,28.76118230177598,0.0,0.288075893939394,0.0,0.0
-Moirai-2.0,63.2142857142857,27.399232776718353,0.0,0.9636899613636363,0.6,0.0
-Sundial-Base,62.142857142857125,27.294413166287423,0.0,8.222455888744589,0.0,0.0
-Toto-1.0,60.7142857142857,27.802663844137786,0.0,45.546909770000006,0.0,0.0
-Toto-2.0-4m,59.28571428571428,27.78289022024678,0.0,0.2509964376623377,0.0,0.0
-Stat. Ensemble,49.999999999999986,23.420687735560985,0.0,464.32897872499996,0.0,0.0
-TabPFN-TS-3,49.285714285714285,24.109596179935487,0.0,296.51637025115633,0.0,0.0
-TabPFN-TS,45.7142857142857,23.98149756470208,0.0,289.5137977333333,0.0,0.0
-AutoTheta,43.571428571428555,21.542038924284434,0.0,3.6892116628571427,0.0,0.0
-AutoARIMA,30.714285714285722,17.97726241921238,0.0,74.60550639090908,0.0,0.0
-AutoETS,29.28571428571428,-29.622695283539358,0.0,12.04727024095238,0.0,0.0
-TFT,18.571428571428577,11.739357763049185,4425.985155724524,3.3604472566666668,0.0,0.0
-Naive,18.571428571428573,7.795601696116828,0.0,1.2708901502164502,0.0,0.0
-PatchTST,17.142857142857142,9.449688890714715,3313.3185033727273,3.1006886961904763,0.0,0.0
-LightGBM,14.285714285714285,4.1721599099919455,7.8792804414285715,1.6888857054761903,0.0,0.0
-Drift,14.285714285714285,4.078700196776586,0.0,1.1961910245238094,0.0,0.0
-CatBoost,13.571428571428571,4.184526702220593,101.213129105,2.2554284954545456,0.0,0.0
-DeepAR,12.142857142857142,3.384538751976529,4186.5014168181815,5.73706040909091,0.0,0.0
-Seasonal Naive,10.0,0.0,0.0,1.2824682583333336,0.0,0.0
+Chronos-2,88.96551724137932,32.66797317900995,0.0,1.2412635011904762,0.0,0.0
+TiRex-2,81.3793103448276,30.201739251352212,0.0,0.5037701877188825,0.0,0.0
+TiRex,79.3103448275862,29.260350065108376,0.0,0.5982643197619048,0.0,0.0
+citras-fm,78.62068965517243,29.209520364239804,0.0,2.3397720910989763,0.0,0.0
+Toto-2.0-2.5B,76.55172413793105,29.93563029482772,0.0,5.480653777619048,0.0,0.0
+Toto-2.0-1B,75.86206896551724,29.99164696817904,0.0,2.6320384638095238,0.0,0.0
+FlowState,73.79310344827587,29.357226912555344,0.0,3.96545264,0.0,0.0
+Toto-2.0-313m,73.10344827586206,29.754752173256584,0.0,1.0491609395238097,0.0,0.0
+Chronos-Bolt,71.37931034482756,28.93605738519158,0.0,0.48393358404761905,0.0,0.0
+TimesFM-2.5,70.34482758620689,29.394157929053712,0.0,8.123959618571428,0.0,0.0
+Toto-2.0-22m,64.82758620689656,28.76118230177598,0.0,0.288075893939394,0.0,0.0
+Moirai-2.0,63.10344827586204,27.399232776718353,0.0,0.9636899613636363,0.6,0.0
+TS-ICL,62.06896551724136,27.337264578289744,0.0,3.338946787241314,0.0,0.0
+Sundial-Base,61.379310344827566,27.294413166287423,0.0,8.222455888744589,0.0,0.0
+Toto-1.0,60.68965517241377,27.802663844137786,0.0,45.546909770000006,0.0,0.0
+Toto-2.0-4m,59.31034482758619,27.78289022024678,0.0,0.2509964376623377,0.0,0.0
+TabPFN-TS-3,48.96551724137931,24.109596179935487,0.0,296.51637025115633,0.0,0.0
+Stat. Ensemble,48.965517241379295,23.420687735560985,0.0,464.32897872499996,0.0,0.0
+TabPFN-TS,44.82758620689654,23.98149756470208,0.0,289.5137977333333,0.0,0.0
+AutoTheta,42.75862068965516,21.542038924284434,0.0,3.6892116628571427,0.0,0.0
+AutoARIMA,30.3448275862069,17.97726241921238,0.0,74.60550639090908,0.0,0.0
+AutoETS,28.965517241379306,-29.622695283539358,0.0,12.04727024095238,0.0,0.0
+TFT,17.931034482758623,11.739357763049185,4425.985155724524,3.3604472566666668,0.0,0.0
+Naive,17.93103448275862,7.795601696116828,0.0,1.2708901502164502,0.0,0.0
+PatchTST,16.551724137931036,9.449688890714715,3313.3185033727273,3.1006886961904763,0.0,0.0
+Drift,13.793103448275861,4.078700196776586,0.0,1.1961910245238094,0.0,0.0
+LightGBM,13.793103448275861,4.1721599099919455,7.8792804414285715,1.6888857054761903,0.0,0.0
+CatBoost,13.103448275862068,4.184526702220593,101.213129105,2.2554284954545456,0.0,0.0
+DeepAR,11.724137931034482,3.384538751976529,4186.5014168181815,5.73706040909091,0.0,0.0
+Seasonal Naive,9.655172413793105,0.0,0.0,1.2824682583333336,0.0,0.0

tables/domain_nature/leaderboard_SQL.csv

@@ -1,30 +1,31 @@
 model_name,win_rate,skill_score,median_training_time_s_per100,median_inference_time_s_per100,training_corpus_overlap,num_failures
-Chronos-2,90.00000000000001,40.14261361598851,0.0,1.2412635011904762,0.0,0.0
-TiRex-2,85.71428571428574,38.09386445171089,0.0,0.5037701877188825,0.0,0.0
-TiRex,82.14285714285714,37.43876342889425,0.0,0.5982643197619048,0.0,0.0
-Toto-2.0-2.5B,79.28571428571428,37.83157222733069,0.0,5.480653777619048,0.0,0.0
-Toto-2.0-1B,77.14285714285715,37.66612649055474,0.0,2.6320384638095238,0.0,0.0
-Toto-2.0-313m,76.42857142857143,37.58550747009978,0.0,1.0491609395238097,0.0,0.0
-TimesFM-2.5,74.28571428571429,37.188322050437485,0.0,8.123959618571428,0.0,0.0
-citras-fm,72.85714285714288,36.04259739782568,0.0,2.3397720910989763,0.0,0.0
-FlowState,70.71428571428571,36.31166826953211,0.0,3.96545264,0.0,0.0
-Chronos-Bolt,70.35714285714285,36.03582808206656,0.0,0.48393358404761905,0.0,0.0
-Toto-2.0-22m,65.71428571428571,36.293037504059534,0.0,0.288075893939394,0.0,0.0
-Moirai-2.0,64.64285714285712,34.85309081790271,0.0,0.9636899613636363,0.6,0.0
-Toto-1.0,64.28571428571429,35.99499337037837,0.0,45.546909770000006,0.0,0.0
-Toto-2.0-4m,61.42857142857142,35.936651145406394,0.0,0.2509964376623377,0.0,0.0
-TabPFN-TS-3,57.857142857142854,32.679408744349004,0.0,296.51637025115633,0.0,0.0
-TabPFN-TS,55.71428571428571,32.757599647708304,0.0,289.5137977333333,0.0,0.0
-Sundial-Base,47.14285714285714,30.90991527640704,0.0,8.222455888744589,0.0,0.0
-Stat. Ensemble,39.999999999999986,17.231323121576647,0.0,464.32897872499996,0.0,0.0
-AutoARIMA,35.0,22.423106139028192,0.0,74.60550639090908,0.0,0.0
-TFT,30.714285714285722,18.511138237688506,4425.985155724524,3.3604472566666668,0.0,0.0
-PatchTST,27.857142857142858,17.09711611460085,3313.3185033727273,3.1006886961904763,0.0,0.0
-AutoETS,24.28571428571429,-136.42889638840893,0.0,12.04727024095238,0.0,0.0
-DeepAR,24.285714285714285,9.609592105853038,4186.5014168181815,5.73706040909091,0.0,0.0
-AutoTheta,17.85714285714286,-2.841792105310592,0.0,3.6892116628571427,0.0,0.0
-Seasonal Naive,17.142857142857146,0.0,0.0,1.2824682583333336,0.0,0.0
-CatBoost,13.571428571428573,-6.491295800307162,101.213129105,2.2554284954545456,0.0,0.0
-LightGBM,13.571428571428571,-6.505040508588555,7.8792804414285715,1.6888857054761903,0.0,0.0
-Naive,7.142857142857142,-23.56398425913284,0.0,1.2708901502164502,0.0,0.0
-Drift,2.857142857142857,-28.21332719128542,0.0,1.1961910245238094,0.0,0.0
+Chronos-2,89.65517241379311,40.14261361598851,0.0,1.2412635011904762,0.0,0.0
+TiRex-2,85.51724137931036,38.09386445171089,0.0,0.5037701877188825,0.0,0.0
+TiRex,82.06896551724138,37.43876342889425,0.0,0.5982643197619048,0.0,0.0
+Toto-2.0-2.5B,79.3103448275862,37.83157222733069,0.0,5.480653777619048,0.0,0.0
+Toto-2.0-1B,76.55172413793103,37.66612649055474,0.0,2.6320384638095238,0.0,0.0
+Toto-2.0-313m,75.86206896551722,37.58550747009978,0.0,1.0491609395238097,0.0,0.0
+TimesFM-2.5,74.48275862068965,37.188322050437485,0.0,8.123959618571428,0.0,0.0
+citras-fm,71.72413793103449,36.04259739782568,0.0,2.3397720910989763,0.0,0.0
+FlowState,70.34482758620688,36.31166826953211,0.0,3.96545264,0.0,0.0
+Chronos-Bolt,69.31034482758618,36.03582808206656,0.0,0.48393358404761905,0.0,0.0
+TS-ICL,66.89655172413794,35.85151872644183,0.0,3.338946787241314,0.0,0.0
+Toto-2.0-22m,64.82758620689654,36.293037504059534,0.0,0.288075893939394,0.0,0.0
+Moirai-2.0,63.793103448275836,34.85309081790271,0.0,0.9636899613636363,0.6,0.0
+Toto-1.0,63.44827586206896,35.99499337037837,0.0,45.546909770000006,0.0,0.0
+Toto-2.0-4m,61.37931034482757,35.936651145406394,0.0,0.2509964376623377,0.0,0.0
+TabPFN-TS-3,56.551724137931025,32.679408744349004,0.0,296.51637025115633,0.0,0.0
+TabPFN-TS,54.48275862068963,32.757599647708304,0.0,289.5137977333333,0.0,0.0
+Sundial-Base,46.20689655172413,30.90991527640704,0.0,8.222455888744589,0.0,0.0
+Stat. Ensemble,39.31034482758619,17.231323121576647,0.0,464.32897872499996,0.0,0.0
+AutoARIMA,33.79310344827586,22.423106139028192,0.0,74.60550639090908,0.0,0.0
+TFT,29.655172413793107,18.511138237688506,4425.985155724524,3.3604472566666668,0.0,0.0
+PatchTST,26.896551724137936,17.09711611460085,3313.3185033727273,3.1006886961904763,0.0,0.0
+AutoETS,24.13793103448276,-136.42889638840893,0.0,12.04727024095238,0.0,0.0
+DeepAR,23.448275862068964,9.609592105853038,4186.5014168181815,5.73706040909091,0.0,0.0
+AutoTheta,17.93103448275862,-2.841792105310592,0.0,3.6892116628571427,0.0,0.0
+Seasonal Naive,16.551724137931036,0.0,0.0,1.2824682583333336,0.0,0.0
+CatBoost,13.10344827586207,-6.491295800307162,101.213129105,2.2554284954545456,0.0,0.0
+LightGBM,13.103448275862068,-6.505040508588555,7.8792804414285715,1.6888857054761903,0.0,0.0
+Naive,6.896551724137931,-23.56398425913284,0.0,1.2708901502164502,0.0,0.0
+Drift,2.7586206896551726,-28.21332719128542,0.0,1.1961910245238094,0.0,0.0

tables/domain_nature/leaderboard_WAPE.csv

@@ -1,30 +1,31 @@
 model_name,win_rate,skill_score,median_training_time_s_per100,median_inference_time_s_per100,training_corpus_overlap,num_failures
-TiRex-2,82.85714285714286,46.261525282913595,0.0,0.5037701877188825,0.0,0.0
-Chronos-2,81.42857142857146,47.03832863128653,0.0,1.2412635011904762,0.0,0.0
-Toto-2.0-1B,77.85714285714288,47.015579237547286,0.0,2.6320384638095238,0.0,0.0
-Toto-2.0-313m,77.85714285714286,46.63720411823188,0.0,1.0491609395238097,0.0,0.0
-Toto-2.0-2.5B,76.42857142857144,46.712323883118025,0.0,5.480653777619048,0.0,0.0
-FlowState,76.42857142857142,45.94421147950074,0.0,3.96545264,0.0,0.0
-TiRex,75.0,45.26550169523424,0.0,0.5982643197619048,0.0,0.0
-Toto-1.0,72.85714285714286,45.658876884431066,0.0,45.546909770000006,0.0,0.0
-Chronos-Bolt,69.64285714285714,44.270996715968245,0.0,0.48393358404761905,0.0,0.0
-TimesFM-2.5,69.28571428571428,45.234350223405905,0.0,8.123959618571428,0.0,0.0
-citras-fm,67.85714285714286,44.24561217925266,0.0,2.3397720910989763,0.0,0.0
-Toto-2.0-22m,67.14285714285714,45.58255213545739,0.0,0.288075893939394,0.0,0.0
-Moirai-2.0,65.35714285714286,43.560110317907345,0.0,0.9636899613636363,0.6,0.0
-Toto-2.0-4m,63.571428571428555,44.832337002858004,0.0,0.2509964376623377,0.0,0.0
-TabPFN-TS-3,57.857142857142854,43.22149190972845,0.0,296.51637025115633,0.0,0.0
-TabPFN-TS,53.57142857142857,42.24241790735197,0.0,289.5137977333333,0.0,0.0
-Stat. Ensemble,44.999999999999986,36.39656206472499,0.0,464.32897872499996,0.0,0.0
-AutoTheta,42.85714285714285,37.25191993036196,0.0,3.6892116628571427,0.0,0.0
-Sundial-Base,39.28571428571427,32.15916008390624,0.0,8.222455888744589,0.0,0.0
-AutoETS,30.714285714285705,-7.089563361203255,0.0,12.04727024095238,0.0,0.0
-TFT,27.857142857142858,31.89215730204118,4425.985155724524,3.3604472566666668,0.0,0.0
-PatchTST,27.142857142857146,32.26789204762996,3313.3185033727273,3.1006886961904763,0.0,0.0
-DeepAR,25.0,30.485156307041137,4186.5014168181815,5.73706040909091,0.0,0.0
-AutoARIMA,19.285714285714285,-5.351235687949107,0.0,74.60550639090908,0.0,0.0
-Naive,17.142857142857142,25.364806013828144,0.0,1.2708901502164502,0.0,0.0
-Seasonal Naive,11.428571428571429,0.0,0.0,1.2824682583333336,0.0,0.0
-Drift,10.714285714285714,15.777737575686047,0.0,1.1961910245238094,0.0,0.0
-CatBoost,10.0,9.204507505376158,101.213129105,2.2554284954545456,0.0,0.0
-LightGBM,8.571428571428573,-21.610796222594896,7.8792804414285715,1.6888857054761903,0.0,0.0
+TiRex-2,82.0689655172414,46.261525282913595,0.0,0.5037701877188825,0.0,0.0
+Chronos-2,80.68965517241381,47.03832863128653,0.0,1.2412635011904762,0.0,0.0
+Toto-2.0-1B,77.24137931034484,47.015579237547286,0.0,2.6320384638095238,0.0,0.0
+Toto-2.0-313m,77.24137931034483,46.63720411823188,0.0,1.0491609395238097,0.0,0.0
+FlowState,76.55172413793105,45.94421147950074,0.0,3.96545264,0.0,0.0
+Toto-2.0-2.5B,75.86206896551725,46.712323883118025,0.0,5.480653777619048,0.0,0.0
+TiRex,74.48275862068965,45.26550169523424,0.0,0.5982643197619048,0.0,0.0
+Toto-1.0,71.72413793103449,45.658876884431066,0.0,45.546909770000006,0.0,0.0
+TimesFM-2.5,69.6551724137931,45.234350223405905,0.0,8.123959618571428,0.0,0.0
+Chronos-Bolt,68.62068965517241,44.270996715968245,0.0,0.48393358404761905,0.0,0.0
+TS-ICL,68.2758620689655,44.57858046889211,0.0,3.338946787241314,0.0,0.0
+citras-fm,66.89655172413794,44.24561217925266,0.0,2.3397720910989763,0.0,0.0
+Toto-2.0-22m,66.89655172413791,45.58255213545739,0.0,0.288075893939394,0.0,0.0
+Moirai-2.0,64.48275862068965,43.560110317907345,0.0,0.9636899613636363,0.6,0.0
+Toto-2.0-4m,63.44827586206895,44.832337002858004,0.0,0.2509964376623377,0.0,0.0
+TabPFN-TS-3,56.551724137931025,43.22149190972845,0.0,296.51637025115633,0.0,0.0
+TabPFN-TS,52.41379310344827,42.24241790735197,0.0,289.5137977333333,0.0,0.0
+Stat. Ensemble,44.13793103448274,36.39656206472499,0.0,464.32897872499996,0.0,0.0
+AutoTheta,42.06896551724137,37.25191993036196,0.0,3.6892116628571427,0.0,0.0
+Sundial-Base,38.6206896551724,32.15916008390624,0.0,8.222455888744589,0.0,0.0
+AutoETS,30.344827586206886,-7.089563361203255,0.0,12.04727024095238,0.0,0.0
+TFT,26.896551724137936,31.89215730204118,4425.985155724524,3.3604472566666668,0.0,0.0
+PatchTST,26.20689655172414,32.26789204762996,3313.3185033727273,3.1006886961904763,0.0,0.0
+DeepAR,24.137931034482758,30.485156307041137,4186.5014168181815,5.73706040909091,0.0,0.0
+AutoARIMA,18.620689655172416,-5.351235687949107,0.0,74.60550639090908,0.0,0.0
+Naive,16.551724137931036,25.364806013828144,0.0,1.2708901502164502,0.0,0.0
+Seasonal Naive,11.03448275862069,0.0,0.0,1.2824682583333336,0.0,0.0
+Drift,10.344827586206897,15.777737575686047,0.0,1.1961910245238094,0.0,0.0
+CatBoost,9.655172413793103,9.204507505376158,101.213129105,2.2554284954545456,0.0,0.0
+LightGBM,8.275862068965518,-21.610796222594896,7.8792804414285715,1.6888857054761903,0.0,0.0

tables/domain_nature/leaderboard_WQL.csv

@@ -1,30 +1,31 @@
 model_name,win_rate,skill_score,median_training_time_s_per100,median_inference_time_s_per100,training_corpus_overlap,num_failures
-TiRex-2,83.5714285714286,65.24685534837047,0.0,0.5037701877188825,0.0,0.0
-FlowState,81.42857142857146,65.46785431424527,0.0,3.96545264,0.0,0.0
-Toto-2.0-313m,80.00000000000001,65.47877258222164,0.0,1.0491609395238097,0.0,0.0
-Chronos-2,79.2857142857143,65.09181820451573,0.0,1.2412635011904762,0.0,0.0
-TimesFM-2.5,75.7142857142857,65.02250890932473,0.0,8.123959618571428,0.0,0.0
-Toto-2.0-1B,75.00000000000003,65.08289133257598,0.0,2.6320384638095238,0.0,0.0
-TiRex,74.28571428571429,63.901555686088926,0.0,0.5982643197619048,0.0,0.0
-Toto-2.0-2.5B,73.57142857142858,64.93808949583952,0.0,5.480653777619048,0.0,0.0
-Toto-1.0,72.14285714285715,64.33412565306647,0.0,45.546909770000006,0.0,0.0
-Toto-2.0-22m,71.42857142857143,64.78913859128755,0.0,0.288075893939394,0.0,0.0
-citras-fm,69.28571428571428,63.60825806205861,0.0,2.3397720910989763,0.0,0.0
-TabPFN-TS-3,68.57142857142857,64.30734538835908,0.0,296.51637025115633,0.0,0.0
-Chronos-Bolt,67.49999999999997,63.27794107878868,0.0,0.48393358404761905,0.0,0.0
-Moirai-2.0,64.64285714285712,62.94483721709532,0.0,0.9636899613636363,0.6,0.0
-Toto-2.0-4m,60.7142857142857,63.91544587103641,0.0,0.2509964376623377,0.0,0.0
-TabPFN-TS,52.85714285714285,62.22591860898127,0.0,289.5137977333333,0.0,0.0
-Sundial-Base,38.57142857142856,52.74866339515212,0.0,8.222455888744589,0.0,0.0
-PatchTST,37.14285714285714,56.14683480931129,3313.3185033727273,3.1006886961904763,0.0,0.0
-Stat. Ensemble,34.28571428571428,10.0322967065957,0.0,464.32897872499996,0.0,0.0
-TFT,32.857142857142854,54.31239646459889,4425.985155724524,3.3604472566666668,0.0,0.0
-AutoARIMA,30.71428571428571,26.636130811588664,0.0,74.60550639090908,0.0,0.0
-DeepAR,30.0,53.40506481164482,4186.5014168181815,5.73706040909091,0.0,0.0
-AutoETS,21.428571428571434,-162.5181303956725,0.0,12.04727024095238,0.0,0.0
-CatBoost,20.0,28.559039675458386,101.213129105,2.2554284954545456,0.0,0.0
-Seasonal Naive,18.571428571428573,0.0,0.0,1.2824682583333336,0.0,0.0
-LightGBM,14.285714285714285,4.312518151888689,7.8792804414285715,1.6888857054761903,0.0,0.0
-AutoTheta,14.285714285714285,-21.431026745629268,0.0,3.6892116628571427,0.0,0.0
-Naive,5.714285714285714,-59.16477242026188,0.0,1.2708901502164502,0.0,0.0
-Drift,2.1428571428571432,-65.48141502161853,0.0,1.1961910245238094,0.0,0.0
+TiRex-2,83.44827586206898,65.24685534837047,0.0,0.5037701877188825,0.0,0.0
+FlowState,81.3793103448276,65.46785431424527,0.0,3.96545264,0.0,0.0
+Chronos-2,78.62068965517244,65.09181820451573,0.0,1.2412635011904762,0.0,0.0
+Toto-2.0-313m,78.62068965517243,65.47877258222164,0.0,1.0491609395238097,0.0,0.0
+TimesFM-2.5,75.86206896551722,65.02250890932473,0.0,8.123959618571428,0.0,0.0
+Toto-2.0-1B,74.48275862068967,65.08289133257598,0.0,2.6320384638095238,0.0,0.0
+TiRex,73.79310344827584,63.901555686088926,0.0,0.5982643197619048,0.0,0.0
+Toto-2.0-2.5B,73.10344827586208,64.93808949583952,0.0,5.480653777619048,0.0,0.0
+Toto-1.0,71.0344827586207,64.33412565306647,0.0,45.546909770000006,0.0,0.0
+Toto-2.0-22m,70.34482758620689,64.78913859128755,0.0,0.288075893939394,0.0,0.0
+TabPFN-TS-3,68.27586206896551,64.30734538835908,0.0,296.51637025115633,0.0,0.0
+citras-fm,68.27586206896551,63.60825806205861,0.0,2.3397720910989763,0.0,0.0
+TS-ICL,67.58620689655173,63.75038371377927,0.0,3.338946787241314,0.0,0.0
+Chronos-Bolt,67.24137931034481,63.27794107878868,0.0,0.48393358404761905,0.0,0.0
+Moirai-2.0,64.48275862068962,62.94483721709532,0.0,0.9636899613636363,0.6,0.0
+Toto-2.0-4m,60.0,63.91544587103641,0.0,0.2509964376623377,0.0,0.0
+TabPFN-TS,52.413793103448256,62.22591860898127,0.0,289.5137977333333,0.0,0.0
+Sundial-Base,37.24137931034482,52.74866339515212,0.0,8.222455888744589,0.0,0.0
+PatchTST,35.86206896551724,56.14683480931129,3313.3185033727273,3.1006886961904763,0.0,0.0
+Stat. Ensemble,33.79310344827585,10.0322967065957,0.0,464.32897872499996,0.0,0.0
+TFT,31.72413793103448,54.31239646459889,4425.985155724524,3.3604472566666668,0.0,0.0
+AutoARIMA,29.655172413793103,26.636130811588664,0.0,74.60550639090908,0.0,0.0
+DeepAR,28.965517241379313,53.40506481164482,4186.5014168181815,5.73706040909091,0.0,0.0
+AutoETS,21.37931034482759,-162.5181303956725,0.0,12.04727024095238,0.0,0.0
+CatBoost,19.310344827586206,28.559039675458386,101.213129105,2.2554284954545456,0.0,0.0
+Seasonal Naive,17.93103448275862,0.0,0.0,1.2824682583333336,0.0,0.0
+LightGBM,13.793103448275861,4.312518151888689,7.8792804414285715,1.6888857054761903,0.0,0.0
+AutoTheta,13.793103448275861,-21.431026745629268,0.0,3.6892116628571427,0.0,0.0
+Naive,5.517241379310345,-59.16477242026188,0.0,1.2708901502164502,0.0,0.0
+Drift,2.0689655172413794,-65.48141502161853,0.0,1.1961910245238094,0.0,0.0

tables/domain_nature/pairwise_MASE.csv

@@ -7,13 +7,13 @@ Chronos-2,citras-fm,0.8,0.4,1.0,0.049,0.007,0.087
 Chronos-2,Toto-2.0-1B,0.6,0.2,1.0,0.038,-0.003,0.078
 Chronos-2,FlowState,0.4,0.0,0.8,0.047,-0.008,0.1
 Chronos-2,Toto-2.0-313m,0.8,0.4,1.0,0.041,-0.004,0.092
-Chronos-2,TimesFM-2.5,0.8,0.4,1.0,0.046,-0.001,0.096
 Chronos-2,Chronos-Bolt,0.8,0.4,1.0,0.053,0.015,0.087
+Chronos-2,TimesFM-2.5,0.8,0.4,1.0,0.046,-0.001,0.096
 Chronos-2,Toto-2.0-22m,0.8,0.4,1.0,0.055,0.006,0.112
+Chronos-2,TS-ICL,0.8,0.4,1.0,0.073,0.018,0.129
 Chronos-2,Moirai-2.0,0.8,0.4,1.0,0.073,0.024,0.118
 Chronos-2,Toto-1.0,1.0,1.0,1.0,0.067,0.023,0.124
 Chronos-2,Sundial-Base,1.0,1.0,1.0,0.074,0.027,0.116
-Chronos-2,Toto-2.0-4m,1.0,1.0,1.0,0.068,0.023,0.117
 Chronos-2,Seasonal Naive,1.0,1.0,1.0,0.327,0.263,0.388
 TiRex-2,Chronos-2,0.2,0.0,0.6,-0.037,-0.065,-0.009
 TiRex-2,TiRex-2,0.5,0.5,0.5,0.0,0.0,0.0
@@ -23,13 +23,13 @@ TiRex-2,citras-fm,0.8,0.4,1.0,0.014,-0.004,0.029
 TiRex-2,Toto-2.0-1B,0.6,0.2,1.0,0.003,-0.047,0.038
 TiRex-2,FlowState,0.4,0.0,0.8,0.012,-0.043,0.062
 TiRex-2,Toto-2.0-313m,0.8,0.4,1.0,0.006,-0.047,0.048
-TiRex-2,TimesFM-2.5,0.6,0.2,1.0,0.011,-0.03,0.051
 TiRex-2,Chronos-Bolt,0.6,0.2,1.0,0.018,-0.009,0.042
+TiRex-2,TimesFM-2.5,0.6,0.2,1.0,0.011,-0.03,0.051
 TiRex-2,Toto-2.0-22m,0.8,0.4,1.0,0.02,-0.036,0.063
+TiRex-2,TS-ICL,0.6,0.2,1.0,0.039,0.002,0.08
 TiRex-2,Moirai-2.0,0.8,0.4,1.0,0.039,0.001,0.069
 TiRex-2,Toto-1.0,0.8,0.4,1.0,0.033,-0.005,0.077
 TiRex-2,Sundial-Base,0.8,0.4,1.0,0.04,0.009,0.071
-TiRex-2,Toto-2.0-4m,0.8,0.4,1.0,0.033,-0.013,0.073
 TiRex-2,Seasonal Naive,1.0,1.0,1.0,0.302,0.232,0.375
 Toto-2.0-2.5B,Chronos-2,0.4,0.0,0.8,-0.041,-0.09,0.004
 Toto-2.0-2.5B,TiRex-2,0.4,0.0,0.8,-0.004,-0.046,0.046
@@ -39,13 +39,13 @@ Toto-2.0-2.5B,citras-fm,0.4,0.0,0.8,0.01,-0.034,0.065
 Toto-2.0-2.5B,Toto-2.0-1B,0.6,0.2,1.0,-0.001,-0.013,0.01
 Toto-2.0-2.5B,FlowState,0.6,0.2,1.0,0.008,-0.035,0.052
 Toto-2.0-2.5B,Toto-2.0-313m,0.8,0.4,1.0,0.003,-0.014,0.013
-Toto-2.0-2.5B,TimesFM-2.5,0.8,0.4,1.0,0.008,-0.028,0.032
 Toto-2.0-2.5B,Chronos-Bolt,0.6,0.2,1.0,0.014,-0.051,0.078
+Toto-2.0-2.5B,TimesFM-2.5,0.8,0.4,1.0,0.008,-0.028,0.032
 Toto-2.0-2.5B,Toto-2.0-22m,0.8,0.4,1.0,0.016,-0.004,0.03
+Toto-2.0-2.5B,TS-ICL,0.6,0.2,1.0,0.036,-0.016,0.09
 Toto-2.0-2.5B,Moirai-2.0,0.6,0.2,1.0,0.035,-0.033,0.098
 Toto-2.0-2.5B,Toto-1.0,0.8,0.4,1.0,0.03,-0.005,0.057
 Toto-2.0-2.5B,Sundial-Base,0.6,0.2,1.0,0.036,-0.033,0.101
-Toto-2.0-2.5B,Toto-2.0-4m,0.8,0.4,1.0,0.03,0.007,0.049
 Toto-2.0-2.5B,Seasonal Naive,1.0,1.0,1.0,0.299,0.202,0.389
 TiRex,Chronos-2,0.2,0.0,0.6,-0.051,-0.097,-0.005
 TiRex,TiRex-2,0.2,0.0,0.6,-0.013,-0.033,0.01
@@ -55,13 +55,13 @@ TiRex,citras-fm,0.4,0.0,0.8,0.001,-0.015,0.016
 TiRex,Toto-2.0-1B,0.4,0.0,0.8,-0.01,-0.076,0.039
 TiRex,FlowState,0.6,0.2,1.0,-0.001,-0.061,0.046
 TiRex,Toto-2.0-313m,0.6,0.2,1.0,-0.007,-0.07,0.039
-TiRex,TimesFM-2.5,0.8,0.4,1.0,-0.002,-0.053,0.035
 TiRex,Chronos-Bolt,0.8,0.4,1.0,0.005,-0.016,0.023
+TiRex,TimesFM-2.5,0.8,0.4,1.0,-0.002,-0.053,0.035
 TiRex,Toto-2.0-22m,0.8,0.4,1.0,0.007,-0.056,0.052
+TiRex,TS-ICL,0.8,0.4,1.0,0.026,-0.011,0.068
 TiRex,Moirai-2.0,1.0,1.0,1.0,0.026,0.004,0.054
 TiRex,Toto-1.0,0.8,0.4,1.0,0.02,-0.028,0.065
 TiRex,Sundial-Base,0.8,0.4,1.0,0.027,-0.0,0.055
-TiRex,Toto-2.0-4m,0.8,0.4,1.0,0.02,-0.033,0.058
 TiRex,Seasonal Naive,1.0,1.0,1.0,0.293,0.222,0.364
 citras-fm,Chronos-2,0.2,0.0,0.6,-0.051,-0.095,-0.007
 citras-fm,TiRex-2,0.2,0.0,0.6,-0.014,-0.029,0.004
@@ -71,13 +71,13 @@ citras-fm,citras-fm,0.5,0.5,0.5,0.0,0.0,0.0
 citras-fm,Toto-2.0-1B,0.6,0.2,1.0,-0.011,-0.07,0.025
 citras-fm,FlowState,0.6,0.2,1.0,-0.002,-0.061,0.045
 citras-fm,Toto-2.0-313m,0.6,0.2,1.0,-0.008,-0.066,0.031
-citras-fm,TimesFM-2.5,0.6,0.2,1.0,-0.003,-0.049,0.033
 citras-fm,Chronos-Bolt,0.6,0.2,1.0,0.004,-0.024,0.033
+citras-fm,TimesFM-2.5,0.6,0.2,1.0,-0.003,-0.049,0.033
 citras-fm,Toto-2.0-22m,0.8,0.4,1.0,0.006,-0.055,0.047
+citras-fm,TS-ICL,0.6,0.2,1.0,0.026,-0.012,0.066
 citras-fm,Moirai-2.0,0.8,0.4,1.0,0.025,-0.008,0.057
 citras-fm,Toto-1.0,0.8,0.4,1.0,0.019,-0.02,0.058
 citras-fm,Sundial-Base,0.8,0.4,1.0,0.026,-0.003,0.054
-citras-fm,Toto-2.0-4m,0.8,0.4,1.0,0.02,-0.028,0.053
 citras-fm,Seasonal Naive,1.0,1.0,1.0,0.292,0.218,0.374
 Toto-2.0-1B,Chronos-2,0.4,0.0,0.8,-0.04,-0.084,0.003
 Toto-2.0-1B,TiRex-2,0.4,0.0,0.8,-0.003,-0.039,0.045
@@ -87,13 +87,13 @@ Toto-2.0-1B,citras-fm,0.4,0.0,0.8,0.011,-0.026,0.065
 Toto-2.0-1B,Toto-2.0-1B,0.5,0.5,0.5,0.0,0.0,0.0
 Toto-2.0-1B,FlowState,0.6,0.2,1.0,0.009,-0.033,0.045
 Toto-2.0-1B,Toto-2.0-313m,0.6,0.2,1.0,0.003,-0.018,0.022
-Toto-2.0-1B,TimesFM-2.5,0.8,0.4,1.0,0.008,-0.03,0.032
 Toto-2.0-1B,Chronos-Bolt,0.6,0.2,1.0,0.015,-0.043,0.078
+Toto-2.0-1B,TimesFM-2.5,0.8,0.4,1.0,0.008,-0.03,0.032
 Toto-2.0-1B,Toto-2.0-22m,0.8,0.4,1.0,0.017,-0.008,0.04
+Toto-2.0-1B,TS-ICL,0.6,0.2,1.0,0.037,-0.024,0.093
 Toto-2.0-1B,Moirai-2.0,0.6,0.2,1.0,0.036,-0.027,0.092
 Toto-2.0-1B,Toto-1.0,0.8,0.4,1.0,0.03,-0.009,0.064
 Toto-2.0-1B,Sundial-Base,0.6,0.2,1.0,0.037,-0.024,0.096
-Toto-2.0-1B,Toto-2.0-4m,0.8,0.4,1.0,0.031,0.006,0.048
 Toto-2.0-1B,Seasonal Naive,1.0,1.0,1.0,0.3,0.204,0.387
 FlowState,Chronos-2,0.6,0.2,1.0,-0.049,-0.111,0.008
 FlowState,TiRex-2,0.6,0.2,1.0,-0.012,-0.066,0.041
@@ -103,13 +103,13 @@ FlowState,citras-fm,0.4,0.0,0.8,0.002,-0.047,0.057
 FlowState,Toto-2.0-1B,0.4,0.0,0.8,-0.009,-0.047,0.032
 FlowState,FlowState,0.5,0.5,0.5,0.0,0.0,0.0
 FlowState,Toto-2.0-313m,0.6,0.2,1.0,-0.006,-0.049,0.029
-FlowState,TimesFM-2.5,0.6,0.2,1.0,-0.001,-0.036,0.025
 FlowState,Chronos-Bolt,0.4,0.0,0.8,0.006,-0.045,0.063
+FlowState,TimesFM-2.5,0.6,0.2,1.0,-0.001,-0.036,0.025
 FlowState,Toto-2.0-22m,0.6,0.2,1.0,0.008,-0.032,0.041
+FlowState,TS-ICL,0.8,0.4,1.0,0.028,-0.05,0.087
 FlowState,Moirai-2.0,0.6,0.2,1.0,0.027,-0.007,0.071
 FlowState,Toto-1.0,0.8,0.4,1.0,0.022,-0.031,0.061
 FlowState,Sundial-Base,0.6,0.2,1.0,0.028,-0.018,0.084
-FlowState,Toto-2.0-4m,0.8,0.4,1.0,0.022,-0.012,0.046
 FlowState,Seasonal Naive,1.0,1.0,1.0,0.294,0.19,0.386
 Toto-2.0-313m,Chronos-2,0.2,0.0,0.6,-0.043,-0.102,0.004
 Toto-2.0-313m,TiRex-2,0.2,0.0,0.6,-0.006,-0.05,0.045
@@ -119,30 +119,14 @@ Toto-2.0-313m,citras-fm,0.4,0.0,0.8,0.008,-0.032,0.062
 Toto-2.0-313m,Toto-2.0-1B,0.4,0.0,0.8,-0.003,-0.022,0.017
 Toto-2.0-313m,FlowState,0.4,0.0,0.8,0.006,-0.029,0.046
 Toto-2.0-313m,Toto-2.0-313m,0.5,0.5,0.5,0.0,0.0,0.0
-Toto-2.0-313m,TimesFM-2.5,0.6,0.2,1.0,0.005,-0.014,0.023
 Toto-2.0-313m,Chronos-Bolt,0.6,0.2,1.0,0.012,-0.047,0.071
+Toto-2.0-313m,TimesFM-2.5,0.6,0.2,1.0,0.005,-0.014,0.023
 Toto-2.0-313m,Toto-2.0-22m,1.0,1.0,1.0,0.014,0.008,0.02
+Toto-2.0-313m,TS-ICL,0.6,0.2,1.0,0.033,-0.012,0.083
 Toto-2.0-313m,Moirai-2.0,0.6,0.2,1.0,0.032,-0.028,0.089
 Toto-2.0-313m,Toto-1.0,0.8,0.4,1.0,0.027,0.007,0.049
 Toto-2.0-313m,Sundial-Base,0.8,0.4,1.0,0.034,-0.03,0.099
-Toto-2.0-313m,Toto-2.0-4m,1.0,1.0,1.0,0.027,0.015,0.039
 Toto-2.0-313m,Seasonal Naive,1.0,1.0,1.0,0.298,0.2,0.385
-TimesFM-2.5,Chronos-2,0.2,0.0,0.6,-0.049,-0.106,0.001
-TimesFM-2.5,TiRex-2,0.4,0.0,0.8,-0.012,-0.053,0.029
-TimesFM-2.5,Toto-2.0-2.5B,0.2,0.0,0.6,-0.008,-0.033,0.027
-TimesFM-2.5,TiRex,0.2,0.0,0.6,0.002,-0.037,0.05
-TimesFM-2.5,citras-fm,0.4,0.0,0.8,0.003,-0.034,0.047
-TimesFM-2.5,Toto-2.0-1B,0.2,0.0,0.6,-0.009,-0.033,0.029
-TimesFM-2.5,FlowState,0.4,0.0,0.8,0.001,-0.025,0.035
-TimesFM-2.5,Toto-2.0-313m,0.4,0.0,0.8,-0.005,-0.024,0.014
-TimesFM-2.5,TimesFM-2.5,0.5,0.5,0.5,0.0,0.0,0.0
-TimesFM-2.5,Chronos-Bolt,0.4,0.0,0.8,0.006,-0.047,0.06
-TimesFM-2.5,Toto-2.0-22m,0.6,0.2,1.0,0.009,-0.008,0.026
-TimesFM-2.5,Moirai-2.0,0.6,0.2,1.0,0.027,-0.016,0.068
-TimesFM-2.5,Toto-1.0,0.8,0.4,1.0,0.022,0.003,0.038
-TimesFM-2.5,Sundial-Base,0.8,0.4,1.0,0.029,-0.029,0.08
-TimesFM-2.5,Toto-2.0-4m,1.0,1.0,1.0,0.022,0.013,0.035
-TimesFM-2.5,Seasonal Naive,1.0,1.0,1.0,0.294,0.196,0.38
 Chronos-Bolt,Chronos-2,0.2,0.0,0.6,-0.055,-0.095,-0.016
 Chronos-Bolt,TiRex-2,0.4,0.0,0.8,-0.018,-0.044,0.009
 Chronos-Bolt,Toto-2.0-2.5B,0.4,0.0,0.8,-0.014,-0.085,0.048
@@ -151,14 +135,30 @@ Chronos-Bolt,citras-fm,0.4,0.0,0.8,-0.004,-0.034,0.023
 Chronos-Bolt,Toto-2.0-1B,0.4,0.0,0.8,-0.015,-0.085,0.041
 Chronos-Bolt,FlowState,0.6,0.2,1.0,-0.006,-0.067,0.043
 Chronos-Bolt,Toto-2.0-313m,0.4,0.0,0.8,-0.012,-0.077,0.045
-Chronos-Bolt,TimesFM-2.5,0.6,0.2,1.0,-0.006,-0.064,0.045
 Chronos-Bolt,Chronos-Bolt,0.5,0.5,0.5,0.0,0.0,0.0
+Chronos-Bolt,TimesFM-2.5,0.6,0.2,1.0,-0.006,-0.064,0.045
 Chronos-Bolt,Toto-2.0-22m,0.4,0.0,0.8,0.002,-0.066,0.059
+Chronos-Bolt,TS-ICL,0.6,0.2,1.0,0.022,-0.022,0.08
 Chronos-Bolt,Moirai-2.0,0.7,0.5,0.9,0.021,0.0,0.042
 Chronos-Bolt,Toto-1.0,0.4,0.0,0.8,0.016,-0.035,0.074
 Chronos-Bolt,Sundial-Base,0.8,0.4,1.0,0.023,-0.002,0.045
-Chronos-Bolt,Toto-2.0-4m,0.6,0.2,1.0,0.016,-0.043,0.067
 Chronos-Bolt,Seasonal Naive,1.0,1.0,1.0,0.289,0.231,0.351
+TimesFM-2.5,Chronos-2,0.2,0.0,0.6,-0.049,-0.106,0.001
+TimesFM-2.5,TiRex-2,0.4,0.0,0.8,-0.012,-0.053,0.029
+TimesFM-2.5,Toto-2.0-2.5B,0.2,0.0,0.6,-0.008,-0.033,0.027
+TimesFM-2.5,TiRex,0.2,0.0,0.6,0.002,-0.037,0.05
+TimesFM-2.5,citras-fm,0.4,0.0,0.8,0.003,-0.034,0.047
+TimesFM-2.5,Toto-2.0-1B,0.2,0.0,0.6,-0.009,-0.033,0.029
+TimesFM-2.5,FlowState,0.4,0.0,0.8,0.001,-0.025,0.035
+TimesFM-2.5,Toto-2.0-313m,0.4,0.0,0.8,-0.005,-0.024,0.014
+TimesFM-2.5,Chronos-Bolt,0.4,0.0,0.8,0.006,-0.047,0.06
+TimesFM-2.5,TimesFM-2.5,0.5,0.5,0.5,0.0,0.0,0.0
+TimesFM-2.5,Toto-2.0-22m,0.6,0.2,1.0,0.009,-0.008,0.026
+TimesFM-2.5,TS-ICL,0.8,0.4,1.0,0.028,-0.018,0.071
+TimesFM-2.5,Moirai-2.0,0.6,0.2,1.0,0.027,-0.016,0.068
+TimesFM-2.5,Toto-1.0,0.8,0.4,1.0,0.022,0.003,0.038
+TimesFM-2.5,Sundial-Base,0.8,0.4,1.0,0.029,-0.029,0.08
+TimesFM-2.5,Seasonal Naive,1.0,1.0,1.0,0.294,0.196,0.38
 Toto-2.0-22m,Chronos-2,0.2,0.0,0.6,-0.058,-0.126,-0.006
 Toto-2.0-22m,TiRex-2,0.2,0.0,0.6,-0.021,-0.068,0.035
 Toto-2.0-22m,Toto-2.0-2.5B,0.2,0.0,0.6,-0.017,-0.031,0.004
@@ -167,14 +167,30 @@ Toto-2.0-22m,citras-fm,0.2,0.0,0.6,-0.006,-0.049,0.052
 Toto-2.0-22m,Toto-2.0-1B,0.2,0.0,0.6,-0.018,-0.041,0.008
 Toto-2.0-22m,FlowState,0.4,0.0,0.8,-0.008,-0.043,0.031
 Toto-2.0-22m,Toto-2.0-313m,0.0,0.0,0.0,-0.014,-0.02,-0.009
-Toto-2.0-22m,TimesFM-2.5,0.4,0.0,0.8,-0.009,-0.027,0.008
 Toto-2.0-22m,Chronos-Bolt,0.6,0.2,1.0,-0.002,-0.062,0.062
+Toto-2.0-22m,TimesFM-2.5,0.4,0.0,0.8,-0.009,-0.027,0.008
 Toto-2.0-22m,Toto-2.0-22m,0.5,0.5,0.5,0.0,0.0,0.0
+Toto-2.0-22m,TS-ICL,0.6,0.2,1.0,0.02,-0.026,0.07
 Toto-2.0-22m,Moirai-2.0,0.6,0.2,1.0,0.019,-0.041,0.075
 Toto-2.0-22m,Toto-1.0,0.6,0.2,1.0,0.013,-0.005,0.034
 Toto-2.0-22m,Sundial-Base,0.6,0.2,1.0,0.02,-0.047,0.088
-Toto-2.0-22m,Toto-2.0-4m,0.8,0.4,1.0,0.014,0.003,0.024
 Toto-2.0-22m,Seasonal Naive,1.0,1.0,1.0,0.288,0.185,0.377
+TS-ICL,Chronos-2,0.2,0.0,0.6,-0.079,-0.148,-0.019
+TS-ICL,TiRex-2,0.4,0.0,0.8,-0.041,-0.087,-0.002
+TS-ICL,Toto-2.0-2.5B,0.4,0.0,0.8,-0.037,-0.099,0.016
+TS-ICL,TiRex,0.2,0.0,0.6,-0.027,-0.073,0.011
+TS-ICL,citras-fm,0.4,0.0,0.8,-0.026,-0.071,0.012
+TS-ICL,Toto-2.0-1B,0.4,0.0,0.8,-0.038,-0.103,0.023
+TS-ICL,FlowState,0.2,0.0,0.6,-0.029,-0.096,0.048
+TS-ICL,Toto-2.0-313m,0.4,0.0,0.8,-0.034,-0.09,0.012
+TS-ICL,Chronos-Bolt,0.4,0.0,0.8,-0.022,-0.087,0.022
+TS-ICL,TimesFM-2.5,0.2,0.0,0.6,-0.029,-0.077,0.018
+TS-ICL,Toto-2.0-22m,0.4,0.0,0.8,-0.02,-0.075,0.025
+TS-ICL,TS-ICL,0.5,0.5,0.5,0.0,0.0,0.0
+TS-ICL,Moirai-2.0,0.4,0.0,0.8,-0.001,-0.063,0.062
+TS-ICL,Toto-1.0,0.4,0.0,0.8,-0.006,-0.043,0.024
+TS-ICL,Sundial-Base,0.6,0.2,1.0,0.001,-0.074,0.066
+TS-ICL,Seasonal Naive,1.0,1.0,1.0,0.273,0.177,0.354
 Moirai-2.0,Chronos-2,0.2,0.0,0.6,-0.078,-0.134,-0.025
 Moirai-2.0,TiRex-2,0.2,0.0,0.6,-0.04,-0.074,-0.001
 Moirai-2.0,Toto-2.0-2.5B,0.4,0.0,0.8,-0.036,-0.109,0.032
@@ -183,13 +199,13 @@ Moirai-2.0,citras-fm,0.2,0.0,0.6,-0.026,-0.06,0.008
 Moirai-2.0,Toto-2.0-1B,0.4,0.0,0.8,-0.037,-0.102,0.026
 Moirai-2.0,FlowState,0.4,0.0,0.8,-0.028,-0.076,0.007
 Moirai-2.0,Toto-2.0-313m,0.4,0.0,0.8,-0.034,-0.098,0.027
-Moirai-2.0,TimesFM-2.5,0.4,0.0,0.8,-0.028,-0.072,0.016
 Moirai-2.0,Chronos-Bolt,0.3,0.1,0.5,-0.022,-0.044,0.0
+Moirai-2.0,TimesFM-2.5,0.4,0.0,0.8,-0.028,-0.072,0.016
 Moirai-2.0,Toto-2.0-22m,0.4,0.0,0.8,-0.019,-0.081,0.04
+Moirai-2.0,TS-ICL,0.6,0.2,1.0,0.001,-0.066,0.059
 Moirai-2.0,Moirai-2.0,0.5,0.5,0.5,0.0,0.0,0.0
 Moirai-2.0,Toto-1.0,0.4,0.0,0.8,-0.006,-0.057,0.048
 Moirai-2.0,Sundial-Base,0.4,0.0,0.8,0.001,-0.02,0.027
-Moirai-2.0,Toto-2.0-4m,0.4,0.0,0.8,-0.005,-0.056,0.043
 Moirai-2.0,Seasonal Naive,1.0,1.0,1.0,0.274,0.192,0.348
 Toto-1.0,Chronos-2,0.0,0.0,0.0,-0.072,-0.141,-0.024
 Toto-1.0,TiRex-2,0.2,0.0,0.6,-0.034,-0.083,0.005
@@ -199,13 +215,13 @@ Toto-1.0,citras-fm,0.2,0.0,0.6,-0.02,-0.062,0.02
 Toto-1.0,Toto-2.0-1B,0.2,0.0,0.6,-0.031,-0.068,0.009
 Toto-1.0,FlowState,0.2,0.0,0.6,-0.022,-0.065,0.03
 Toto-1.0,Toto-2.0-313m,0.2,0.0,0.6,-0.028,-0.052,-0.007
-Toto-1.0,TimesFM-2.5,0.2,0.0,0.6,-0.023,-0.039,-0.004
 Toto-1.0,Chronos-Bolt,0.6,0.2,1.0,-0.016,-0.08,0.034
+Toto-1.0,TimesFM-2.5,0.2,0.0,0.6,-0.023,-0.039,-0.004
 Toto-1.0,Toto-2.0-22m,0.4,0.0,0.8,-0.013,-0.035,0.005
+Toto-1.0,TS-ICL,0.6,0.2,1.0,0.006,-0.024,0.041
 Toto-1.0,Moirai-2.0,0.6,0.2,1.0,0.006,-0.05,0.054
 Toto-1.0,Toto-1.0,0.5,0.5,0.5,0.0,0.0,0.0
 Toto-1.0,Sundial-Base,0.6,0.2,1.0,0.007,-0.062,0.061
-Toto-1.0,Toto-2.0-4m,0.4,0.0,0.8,0.0,-0.02,0.02
 Toto-1.0,Seasonal Naive,1.0,1.0,1.0,0.278,0.18,0.366
 Sundial-Base,Chronos-2,0.0,0.0,0.0,-0.08,-0.131,-0.028
 Sundial-Base,TiRex-2,0.2,0.0,0.6,-0.042,-0.076,-0.009
@@ -215,30 +231,14 @@ Sundial-Base,citras-fm,0.2,0.0,0.6,-0.027,-0.057,0.003
 Sundial-Base,Toto-2.0-1B,0.4,0.0,0.8,-0.039,-0.106,0.024
 Sundial-Base,FlowState,0.4,0.0,0.8,-0.029,-0.092,0.018
 Sundial-Base,Toto-2.0-313m,0.2,0.0,0.6,-0.035,-0.11,0.029
-Sundial-Base,TimesFM-2.5,0.2,0.0,0.6,-0.03,-0.087,0.028
 Sundial-Base,Chronos-Bolt,0.2,0.0,0.6,-0.023,-0.047,0.002
+Sundial-Base,TimesFM-2.5,0.2,0.0,0.6,-0.03,-0.087,0.028
 Sundial-Base,Toto-2.0-22m,0.4,0.0,0.8,-0.021,-0.096,0.045
+Sundial-Base,TS-ICL,0.4,0.0,0.8,-0.001,-0.071,0.069
 Sundial-Base,Moirai-2.0,0.6,0.2,1.0,-0.001,-0.027,0.02
 Sundial-Base,Toto-1.0,0.4,0.0,0.8,-0.007,-0.065,0.059
 Sundial-Base,Sundial-Base,0.5,0.5,0.5,0.0,0.0,0.0
-Sundial-Base,Toto-2.0-4m,0.4,0.0,0.8,-0.007,-0.068,0.05
 Sundial-Base,Seasonal Naive,1.0,1.0,1.0,0.273,0.2,0.344
-Toto-2.0-4m,Chronos-2,0.0,0.0,0.0,-0.073,-0.132,-0.023
-Toto-2.0-4m,TiRex-2,0.2,0.0,0.6,-0.035,-0.079,0.012
-Toto-2.0-4m,Toto-2.0-2.5B,0.2,0.0,0.6,-0.031,-0.051,-0.008
-Toto-2.0-4m,TiRex,0.2,0.0,0.6,-0.021,-0.062,0.032
-Toto-2.0-4m,citras-fm,0.2,0.0,0.6,-0.02,-0.056,0.028
-Toto-2.0-4m,Toto-2.0-1B,0.2,0.0,0.6,-0.032,-0.05,-0.006
-Toto-2.0-4m,FlowState,0.2,0.0,0.6,-0.022,-0.049,0.012
-Toto-2.0-4m,Toto-2.0-313m,0.0,0.0,0.0,-0.028,-0.041,-0.015
-Toto-2.0-4m,TimesFM-2.5,0.0,0.0,0.0,-0.023,-0.036,-0.013
-Toto-2.0-4m,Chronos-Bolt,0.4,0.0,0.8,-0.016,-0.071,0.042
-Toto-2.0-4m,Toto-2.0-22m,0.2,0.0,0.6,-0.014,-0.025,-0.003
-Toto-2.0-4m,Moirai-2.0,0.6,0.2,1.0,0.005,-0.045,0.053
-Toto-2.0-4m,Toto-1.0,0.6,0.2,1.0,-0.0,-0.02,0.019
-Toto-2.0-4m,Sundial-Base,0.6,0.2,1.0,0.007,-0.053,0.064
-Toto-2.0-4m,Toto-2.0-4m,0.5,0.5,0.5,0.0,0.0,0.0
-Toto-2.0-4m,Seasonal Naive,1.0,1.0,1.0,0.278,0.175,0.368
 Seasonal Naive,Chronos-2,0.0,0.0,0.0,-0.485,-0.633,-0.357
 Seasonal Naive,TiRex-2,0.0,0.0,0.0,-0.433,-0.6,-0.302
 Seasonal Naive,Toto-2.0-2.5B,0.0,0.0,0.0,-0.427,-0.636,-0.254
@@ -247,11 +247,11 @@ Seasonal Naive,citras-fm,0.0,0.0,0.0,-0.413,-0.597,-0.278
 Seasonal Naive,Toto-2.0-1B,0.0,0.0,0.0,-0.428,-0.63,-0.257
 Seasonal Naive,FlowState,0.0,0.0,0.0,-0.416,-0.628,-0.234
 Seasonal Naive,Toto-2.0-313m,0.0,0.0,0.0,-0.424,-0.625,-0.25
-Seasonal Naive,TimesFM-2.5,0.0,0.0,0.0,-0.416,-0.612,-0.244
 Seasonal Naive,Chronos-Bolt,0.0,0.0,0.0,-0.407,-0.541,-0.3
+Seasonal Naive,TimesFM-2.5,0.0,0.0,0.0,-0.416,-0.612,-0.244
 Seasonal Naive,Toto-2.0-22m,0.0,0.0,0.0,-0.404,-0.606,-0.227
+Seasonal Naive,TS-ICL,0.0,0.0,0.0,-0.376,-0.549,-0.214
 Seasonal Naive,Moirai-2.0,0.0,0.0,0.0,-0.377,-0.534,-0.238
 Seasonal Naive,Toto-1.0,0.0,0.0,0.0,-0.385,-0.577,-0.22
 Seasonal Naive,Sundial-Base,0.0,0.0,0.0,-0.375,-0.525,-0.251
-Seasonal Naive,Toto-2.0-4m,0.0,0.0,0.0,-0.385,-0.581,-0.213
 Seasonal Naive,Seasonal Naive,0.5,0.5,0.5,0.0,0.0,0.0

tables/domain_nature/pairwise_SQL.csv

@@ -6,14 +6,14 @@ Chronos-2,Toto-2.0-2.5B,0.6,0.2,1.0,0.037,-0.009,0.087
 Chronos-2,Toto-2.0-1B,0.6,0.2,1.0,0.04,-0.005,0.086
 Chronos-2,Toto-2.0-313m,0.8,0.4,1.0,0.041,-0.004,0.098
 Chronos-2,TimesFM-2.5,0.8,0.4,1.0,0.047,-0.001,0.095
-Chronos-2,citras-fm,0.8,0.4,1.0,0.064,0.011,0.114
 Chronos-2,FlowState,0.8,0.4,1.0,0.06,0.007,0.111
+Chronos-2,citras-fm,0.8,0.4,1.0,0.064,0.011,0.114
 Chronos-2,Chronos-Bolt,0.8,0.4,1.0,0.064,0.011,0.122
+Chronos-2,TS-ICL,0.8,0.4,1.0,0.067,0.022,0.113
 Chronos-2,Toto-2.0-22m,0.8,0.4,1.0,0.06,0.007,0.128
 Chronos-2,Toto-1.0,0.8,0.4,1.0,0.065,0.02,0.122
 Chronos-2,Moirai-2.0,0.8,0.4,1.0,0.081,0.019,0.139
 Chronos-2,Toto-2.0-4m,1.0,1.0,1.0,0.066,0.022,0.117
-Chronos-2,TabPFN-TS-3,1.0,1.0,1.0,0.111,0.065,0.152
 Chronos-2,Seasonal Naive,1.0,1.0,1.0,0.401,0.327,0.459
 TiRex-2,Chronos-2,0.2,0.0,0.6,-0.034,-0.061,-0.009
 TiRex-2,TiRex-2,0.5,0.5,0.5,0.0,0.0,0.0
@@ -22,14 +22,14 @@ TiRex-2,Toto-2.0-2.5B,0.6,0.2,1.0,0.004,-0.049,0.047
 TiRex-2,Toto-2.0-1B,0.6,0.2,1.0,0.007,-0.048,0.047
 TiRex-2,Toto-2.0-313m,0.8,0.4,1.0,0.008,-0.045,0.057
 TiRex-2,TimesFM-2.5,0.6,0.2,1.0,0.014,-0.029,0.053
-TiRex-2,citras-fm,0.8,0.4,1.0,0.032,-0.001,0.063
 TiRex-2,FlowState,0.8,0.4,1.0,0.028,-0.027,0.075
+TiRex-2,citras-fm,0.8,0.4,1.0,0.032,-0.001,0.063
 TiRex-2,Chronos-Bolt,0.6,0.2,1.0,0.032,-0.013,0.076
+TiRex-2,TS-ICL,0.8,0.4,1.0,0.035,0.007,0.069
 TiRex-2,Toto-2.0-22m,0.8,0.4,1.0,0.028,-0.031,0.086
 TiRex-2,Toto-1.0,0.8,0.4,1.0,0.033,-0.007,0.077
 TiRex-2,Moirai-2.0,0.8,0.4,1.0,0.05,0.003,0.091
 TiRex-2,Toto-2.0-4m,0.8,0.4,1.0,0.034,-0.014,0.075
-TiRex-2,TabPFN-TS-3,1.0,1.0,1.0,0.08,0.034,0.134
 TiRex-2,Seasonal Naive,1.0,1.0,1.0,0.381,0.298,0.44
 TiRex,Chronos-2,0.2,0.0,0.6,-0.045,-0.089,0.001
 TiRex,TiRex-2,0.2,0.0,0.6,-0.011,-0.03,0.011
@@ -38,14 +38,14 @@ TiRex,Toto-2.0-2.5B,0.4,0.0,0.8,-0.006,-0.072,0.052
 TiRex,Toto-2.0-1B,0.4,0.0,0.8,-0.004,-0.067,0.05
 TiRex,Toto-2.0-313m,0.4,0.0,0.8,-0.002,-0.064,0.049
 TiRex,TimesFM-2.5,0.8,0.4,1.0,0.004,-0.048,0.043
-TiRex,citras-fm,0.8,0.4,1.0,0.022,-0.005,0.044
 TiRex,FlowState,0.8,0.4,1.0,0.018,-0.036,0.059
+TiRex,citras-fm,0.8,0.4,1.0,0.022,-0.005,0.044
 TiRex,Chronos-Bolt,0.8,0.4,1.0,0.022,-0.007,0.049
+TiRex,TS-ICL,0.8,0.4,1.0,0.025,-0.006,0.061
 TiRex,Toto-2.0-22m,0.8,0.4,1.0,0.018,-0.051,0.077
 TiRex,Toto-1.0,0.8,0.4,1.0,0.023,-0.026,0.07
 TiRex,Moirai-2.0,1.0,1.0,1.0,0.04,0.011,0.066
 TiRex,Toto-2.0-4m,0.8,0.4,1.0,0.023,-0.029,0.062
-TiRex,TabPFN-TS-3,1.0,1.0,1.0,0.071,0.028,0.123
 TiRex,Seasonal Naive,1.0,1.0,1.0,0.374,0.288,0.434
 Toto-2.0-2.5B,Chronos-2,0.4,0.0,0.8,-0.039,-0.096,0.009
 Toto-2.0-2.5B,TiRex-2,0.4,0.0,0.8,-0.004,-0.05,0.047
@@ -54,14 +54,14 @@ Toto-2.0-2.5B,Toto-2.0-2.5B,0.5,0.5,0.5,0.0,0.0,0.0
 Toto-2.0-2.5B,Toto-2.0-1B,0.8,0.4,1.0,0.003,-0.005,0.011
 Toto-2.0-2.5B,Toto-2.0-313m,0.8,0.4,1.0,0.004,-0.014,0.014
 Toto-2.0-2.5B,TimesFM-2.5,0.6,0.2,1.0,0.01,-0.025,0.036
-Toto-2.0-2.5B,citras-fm,0.4,0.0,0.8,0.028,-0.038,0.105
 Toto-2.0-2.5B,FlowState,0.6,0.2,1.0,0.024,-0.021,0.069
+Toto-2.0-2.5B,citras-fm,0.4,0.0,0.8,0.028,-0.038,0.105
 Toto-2.0-2.5B,Chronos-Bolt,0.6,0.2,1.0,0.028,-0.061,0.114
+Toto-2.0-2.5B,TS-ICL,0.8,0.4,1.0,0.031,-0.014,0.08
 Toto-2.0-2.5B,Toto-2.0-22m,0.8,0.4,1.0,0.024,-0.002,0.044
 Toto-2.0-2.5B,Toto-1.0,0.8,0.4,1.0,0.029,-0.006,0.053
 Toto-2.0-2.5B,Moirai-2.0,0.6,0.2,1.0,0.046,-0.043,0.127
 Toto-2.0-2.5B,Toto-2.0-4m,0.8,0.4,1.0,0.03,0.007,0.048
-Toto-2.0-2.5B,TabPFN-TS-3,0.6,0.2,1.0,0.077,-0.001,0.148
 Toto-2.0-2.5B,Seasonal Naive,1.0,1.0,1.0,0.378,0.265,0.462
 Toto-2.0-1B,Chronos-2,0.4,0.0,0.8,-0.041,-0.094,0.005
 Toto-2.0-1B,TiRex-2,0.4,0.0,0.8,-0.007,-0.049,0.046
@@ -70,14 +70,14 @@ Toto-2.0-1B,Toto-2.0-2.5B,0.2,0.0,0.6,-0.003,-0.011,0.005
 Toto-2.0-1B,Toto-2.0-1B,0.5,0.5,0.5,0.0,0.0,0.0
 Toto-2.0-1B,Toto-2.0-313m,0.6,0.2,1.0,0.001,-0.018,0.017
 Toto-2.0-1B,TimesFM-2.5,0.8,0.4,1.0,0.008,-0.028,0.031
-Toto-2.0-1B,citras-fm,0.4,0.0,0.8,0.025,-0.036,0.101
 Toto-2.0-1B,FlowState,0.6,0.2,1.0,0.021,-0.019,0.06
+Toto-2.0-1B,citras-fm,0.4,0.0,0.8,0.025,-0.036,0.101
 Toto-2.0-1B,Chronos-Bolt,0.6,0.2,1.0,0.025,-0.059,0.106
+Toto-2.0-1B,TS-ICL,0.6,0.2,1.0,0.028,-0.016,0.076
 Toto-2.0-1B,Toto-2.0-22m,0.8,0.4,1.0,0.022,-0.006,0.049
 Toto-2.0-1B,Toto-1.0,0.8,0.4,1.0,0.026,-0.008,0.053
 Toto-2.0-1B,Moirai-2.0,0.6,0.2,1.0,0.043,-0.041,0.124
 Toto-2.0-1B,Toto-2.0-4m,0.8,0.4,1.0,0.027,0.004,0.043
-Toto-2.0-1B,TabPFN-TS-3,0.6,0.2,1.0,0.074,0.002,0.145
 Toto-2.0-1B,Seasonal Naive,1.0,1.0,1.0,0.377,0.269,0.459
 Toto-2.0-313m,Chronos-2,0.2,0.0,0.6,-0.043,-0.109,0.004
 Toto-2.0-313m,TiRex-2,0.2,0.0,0.6,-0.008,-0.06,0.043
@@ -86,14 +86,14 @@ Toto-2.0-313m,Toto-2.0-2.5B,0.2,0.0,0.6,-0.004,-0.014,0.014
 Toto-2.0-313m,Toto-2.0-1B,0.4,0.0,0.8,-0.001,-0.017,0.017
 Toto-2.0-313m,Toto-2.0-313m,0.5,0.5,0.5,0.0,0.0,0.0
 Toto-2.0-313m,TimesFM-2.5,0.6,0.2,1.0,0.006,-0.014,0.024
-Toto-2.0-313m,citras-fm,0.6,0.2,1.0,0.024,-0.039,0.097
 Toto-2.0-313m,FlowState,0.6,0.2,1.0,0.02,-0.017,0.065
+Toto-2.0-313m,citras-fm,0.6,0.2,1.0,0.024,-0.039,0.097
 Toto-2.0-313m,Chronos-Bolt,0.6,0.2,1.0,0.024,-0.056,0.106
+Toto-2.0-313m,TS-ICL,0.6,0.2,1.0,0.027,-0.005,0.069
 Toto-2.0-313m,Toto-2.0-22m,1.0,1.0,1.0,0.02,0.01,0.033
 Toto-2.0-313m,Toto-1.0,0.8,0.4,1.0,0.025,0.008,0.041
 Toto-2.0-313m,Moirai-2.0,0.6,0.2,1.0,0.042,-0.039,0.116
 Toto-2.0-313m,Toto-2.0-4m,1.0,1.0,1.0,0.026,0.013,0.038
-Toto-2.0-313m,TabPFN-TS-3,0.8,0.4,1.0,0.073,0.003,0.138
 Toto-2.0-313m,Seasonal Naive,1.0,1.0,1.0,0.376,0.261,0.456
 TimesFM-2.5,Chronos-2,0.2,0.0,0.6,-0.049,-0.105,0.001
 TimesFM-2.5,TiRex-2,0.4,0.0,0.8,-0.015,-0.056,0.029
@@ -102,31 +102,15 @@ TimesFM-2.5,Toto-2.0-2.5B,0.4,0.0,0.8,-0.01,-0.038,0.024
 TimesFM-2.5,Toto-2.0-1B,0.2,0.0,0.6,-0.008,-0.032,0.027
 TimesFM-2.5,Toto-2.0-313m,0.4,0.0,0.8,-0.006,-0.025,0.014
 TimesFM-2.5,TimesFM-2.5,0.5,0.5,0.5,0.0,0.0,0.0
-TimesFM-2.5,citras-fm,0.6,0.2,1.0,0.018,-0.034,0.087
 TimesFM-2.5,FlowState,0.6,0.2,1.0,0.014,-0.01,0.046
+TimesFM-2.5,citras-fm,0.6,0.2,1.0,0.018,-0.034,0.087
 TimesFM-2.5,Chronos-Bolt,0.6,0.2,1.0,0.018,-0.051,0.092
+TimesFM-2.5,TS-ICL,0.8,0.4,1.0,0.021,-0.018,0.059
 TimesFM-2.5,Toto-2.0-22m,0.6,0.2,1.0,0.014,-0.01,0.04
 TimesFM-2.5,Toto-1.0,0.8,0.4,1.0,0.019,0.002,0.036
 TimesFM-2.5,Moirai-2.0,0.6,0.2,1.0,0.036,-0.024,0.101
 TimesFM-2.5,Toto-2.0-4m,1.0,1.0,1.0,0.02,0.012,0.03
-TimesFM-2.5,TabPFN-TS-3,0.8,0.4,1.0,0.067,0.005,0.127
 TimesFM-2.5,Seasonal Naive,1.0,1.0,1.0,0.372,0.265,0.447
-citras-fm,Chronos-2,0.2,0.0,0.6,-0.068,-0.129,-0.011
-citras-fm,TiRex-2,0.2,0.0,0.6,-0.033,-0.068,0.001
-citras-fm,TiRex,0.2,0.0,0.6,-0.022,-0.046,0.005
-citras-fm,Toto-2.0-2.5B,0.6,0.2,1.0,-0.029,-0.117,0.037
-citras-fm,Toto-2.0-1B,0.6,0.2,1.0,-0.026,-0.112,0.035
-citras-fm,Toto-2.0-313m,0.4,0.0,0.8,-0.025,-0.108,0.038
-citras-fm,TimesFM-2.5,0.4,0.0,0.8,-0.018,-0.095,0.033
-citras-fm,citras-fm,0.5,0.5,0.5,0.0,0.0,0.0
-citras-fm,FlowState,0.6,0.2,1.0,-0.004,-0.077,0.04
-citras-fm,Chronos-Bolt,0.6,0.2,1.0,0.0,-0.033,0.032
-citras-fm,Toto-2.0-22m,0.6,0.2,1.0,-0.004,-0.094,0.063
-citras-fm,Toto-1.0,0.4,0.0,0.8,0.001,-0.066,0.057
-citras-fm,Moirai-2.0,0.6,0.2,1.0,0.018,-0.014,0.048
-citras-fm,Toto-2.0-4m,0.6,0.2,1.0,0.002,-0.071,0.051
-citras-fm,TabPFN-TS-3,0.8,0.4,1.0,0.05,-0.008,0.126
-citras-fm,Seasonal Naive,1.0,1.0,1.0,0.36,0.27,0.432
 FlowState,Chronos-2,0.2,0.0,0.6,-0.064,-0.124,-0.007
 FlowState,TiRex-2,0.2,0.0,0.6,-0.029,-0.081,0.026
 FlowState,TiRex,0.2,0.0,0.6,-0.018,-0.062,0.035
@@ -134,15 +118,31 @@ FlowState,Toto-2.0-2.5B,0.4,0.0,0.8,-0.024,-0.074,0.021
 FlowState,Toto-2.0-1B,0.4,0.0,0.8,-0.022,-0.064,0.019
 FlowState,Toto-2.0-313m,0.4,0.0,0.8,-0.02,-0.069,0.016
 FlowState,TimesFM-2.5,0.4,0.0,0.8,-0.014,-0.048,0.01
-FlowState,citras-fm,0.4,0.0,0.8,0.004,-0.042,0.072
 FlowState,FlowState,0.5,0.5,0.5,0.0,0.0,0.0
+FlowState,citras-fm,0.4,0.0,0.8,0.004,-0.042,0.072
 FlowState,Chronos-Bolt,0.4,0.0,0.8,0.004,-0.057,0.083
+FlowState,TS-ICL,0.6,0.2,1.0,0.007,-0.062,0.057
 FlowState,Toto-2.0-22m,0.6,0.2,1.0,0.0,-0.049,0.047
 FlowState,Toto-1.0,0.8,0.4,1.0,0.005,-0.045,0.044
 FlowState,Moirai-2.0,0.6,0.2,1.0,0.022,-0.025,0.086
 FlowState,Toto-2.0-4m,0.8,0.4,1.0,0.006,-0.029,0.031
-FlowState,TabPFN-TS-3,0.6,0.2,1.0,0.054,-0.005,0.119
 FlowState,Seasonal Naive,1.0,1.0,1.0,0.363,0.261,0.444
+citras-fm,Chronos-2,0.2,0.0,0.6,-0.068,-0.129,-0.011
+citras-fm,TiRex-2,0.2,0.0,0.6,-0.033,-0.068,0.001
+citras-fm,TiRex,0.2,0.0,0.6,-0.022,-0.046,0.005
+citras-fm,Toto-2.0-2.5B,0.6,0.2,1.0,-0.029,-0.117,0.037
+citras-fm,Toto-2.0-1B,0.6,0.2,1.0,-0.026,-0.112,0.035
+citras-fm,Toto-2.0-313m,0.4,0.0,0.8,-0.025,-0.108,0.038
+citras-fm,TimesFM-2.5,0.4,0.0,0.8,-0.018,-0.095,0.033
+citras-fm,FlowState,0.6,0.2,1.0,-0.004,-0.077,0.04
+citras-fm,citras-fm,0.5,0.5,0.5,0.0,0.0,0.0
+citras-fm,Chronos-Bolt,0.6,0.2,1.0,0.0,-0.033,0.032
+citras-fm,TS-ICL,0.4,0.0,0.8,0.003,-0.045,0.053
+citras-fm,Toto-2.0-22m,0.6,0.2,1.0,-0.004,-0.094,0.063
+citras-fm,Toto-1.0,0.4,0.0,0.8,0.001,-0.066,0.057
+citras-fm,Moirai-2.0,0.6,0.2,1.0,0.018,-0.014,0.048
+citras-fm,Toto-2.0-4m,0.6,0.2,1.0,0.002,-0.071,0.051
+citras-fm,Seasonal Naive,1.0,1.0,1.0,0.36,0.27,0.432
 Chronos-Bolt,Chronos-2,0.2,0.0,0.6,-0.069,-0.139,-0.011
 Chronos-Bolt,TiRex-2,0.4,0.0,0.8,-0.033,-0.082,0.013
 Chronos-Bolt,TiRex,0.2,0.0,0.6,-0.022,-0.052,0.007
@@ -150,15 +150,31 @@ Chronos-Bolt,Toto-2.0-2.5B,0.4,0.0,0.8,-0.029,-0.129,0.058
 Chronos-Bolt,Toto-2.0-1B,0.4,0.0,0.8,-0.026,-0.118,0.056
 Chronos-Bolt,Toto-2.0-313m,0.4,0.0,0.8,-0.025,-0.119,0.053
 Chronos-Bolt,TimesFM-2.5,0.4,0.0,0.8,-0.018,-0.101,0.049
-Chronos-Bolt,citras-fm,0.4,0.0,0.8,-0.0,-0.033,0.032
 Chronos-Bolt,FlowState,0.6,0.2,1.0,-0.004,-0.091,0.054
+Chronos-Bolt,citras-fm,0.4,0.0,0.8,-0.0,-0.033,0.032
 Chronos-Bolt,Chronos-Bolt,0.5,0.5,0.5,0.0,0.0,0.0
+Chronos-Bolt,TS-ICL,0.4,0.0,0.8,0.003,-0.057,0.065
 Chronos-Bolt,Toto-2.0-22m,0.4,0.0,0.8,-0.004,-0.105,0.084
 Chronos-Bolt,Toto-1.0,0.4,0.0,0.8,0.001,-0.079,0.075
 Chronos-Bolt,Moirai-2.0,0.7,0.5,0.9,0.018,0.0,0.036
 Chronos-Bolt,Toto-2.0-4m,0.4,0.0,0.8,0.002,-0.081,0.066
-Chronos-Bolt,TabPFN-TS-3,0.8,0.4,1.0,0.05,-0.008,0.107
 Chronos-Bolt,Seasonal Naive,1.0,1.0,1.0,0.36,0.291,0.411
+TS-ICL,Chronos-2,0.2,0.0,0.6,-0.072,-0.127,-0.023
+TS-ICL,TiRex-2,0.2,0.0,0.6,-0.036,-0.074,-0.007
+TS-ICL,TiRex,0.2,0.0,0.6,-0.025,-0.065,0.006
+TS-ICL,Toto-2.0-2.5B,0.2,0.0,0.6,-0.032,-0.087,0.014
+TS-ICL,Toto-2.0-1B,0.4,0.0,0.8,-0.029,-0.082,0.016
+TS-ICL,Toto-2.0-313m,0.4,0.0,0.8,-0.028,-0.074,0.005
+TS-ICL,TimesFM-2.5,0.2,0.0,0.6,-0.021,-0.062,0.018
+TS-ICL,FlowState,0.4,0.0,0.8,-0.007,-0.06,0.059
+TS-ICL,citras-fm,0.6,0.2,1.0,-0.003,-0.056,0.043
+TS-ICL,Chronos-Bolt,0.6,0.2,1.0,-0.003,-0.07,0.054
+TS-ICL,TS-ICL,0.5,0.5,0.5,0.0,0.0,0.0
+TS-ICL,Toto-2.0-22m,0.6,0.2,1.0,-0.007,-0.06,0.029
+TS-ICL,Toto-1.0,0.6,0.2,1.0,-0.002,-0.033,0.022
+TS-ICL,Moirai-2.0,0.6,0.2,1.0,0.015,-0.046,0.073
+TS-ICL,Toto-2.0-4m,0.4,0.0,0.8,-0.001,-0.042,0.037
+TS-ICL,Seasonal Naive,1.0,1.0,1.0,0.359,0.246,0.424
 Toto-2.0-22m,Chronos-2,0.2,0.0,0.6,-0.064,-0.146,-0.007
 Toto-2.0-22m,TiRex-2,0.2,0.0,0.6,-0.029,-0.094,0.03
 Toto-2.0-22m,TiRex,0.2,0.0,0.6,-0.018,-0.084,0.048
@@ -166,14 +182,14 @@ Toto-2.0-22m,Toto-2.0-2.5B,0.2,0.0,0.6,-0.025,-0.046,0.002
 Toto-2.0-22m,Toto-2.0-1B,0.2,0.0,0.6,-0.022,-0.051,0.006
 Toto-2.0-22m,Toto-2.0-313m,0.0,0.0,0.0,-0.021,-0.034,-0.01
 Toto-2.0-22m,TimesFM-2.5,0.4,0.0,0.8,-0.014,-0.042,0.01
-Toto-2.0-22m,citras-fm,0.4,0.0,0.8,0.004,-0.068,0.086
 Toto-2.0-22m,FlowState,0.4,0.0,0.8,-0.0,-0.049,0.046
+Toto-2.0-22m,citras-fm,0.4,0.0,0.8,0.004,-0.068,0.086
 Toto-2.0-22m,Chronos-Bolt,0.6,0.2,1.0,0.004,-0.092,0.095
+Toto-2.0-22m,TS-ICL,0.4,0.0,0.8,0.007,-0.03,0.057
 Toto-2.0-22m,Toto-2.0-22m,0.5,0.5,0.5,0.0,0.0,0.0
 Toto-2.0-22m,Toto-1.0,0.6,0.2,1.0,0.005,-0.012,0.025
 Toto-2.0-22m,Moirai-2.0,0.6,0.2,1.0,0.022,-0.065,0.105
 Toto-2.0-22m,Toto-2.0-4m,0.8,0.4,1.0,0.006,-0.017,0.023
-Toto-2.0-22m,TabPFN-TS-3,0.8,0.4,1.0,0.054,-0.029,0.126
 Toto-2.0-22m,Seasonal Naive,1.0,1.0,1.0,0.363,0.235,0.45
 Toto-1.0,Chronos-2,0.2,0.0,0.6,-0.069,-0.139,-0.02
 Toto-1.0,TiRex-2,0.2,0.0,0.6,-0.034,-0.083,0.007
@@ -182,14 +198,14 @@ Toto-1.0,Toto-2.0-2.5B,0.2,0.0,0.6,-0.03,-0.056,0.006
 Toto-1.0,Toto-2.0-1B,0.2,0.0,0.6,-0.027,-0.056,0.008
 Toto-1.0,Toto-2.0-313m,0.2,0.0,0.6,-0.025,-0.043,-0.008
 Toto-1.0,TimesFM-2.5,0.2,0.0,0.6,-0.019,-0.037,-0.002
-Toto-1.0,citras-fm,0.6,0.2,1.0,-0.001,-0.061,0.062
 Toto-1.0,FlowState,0.2,0.0,0.6,-0.005,-0.046,0.043
+Toto-1.0,citras-fm,0.6,0.2,1.0,-0.001,-0.061,0.062
 Toto-1.0,Chronos-Bolt,0.6,0.2,1.0,-0.001,-0.081,0.073
+Toto-1.0,TS-ICL,0.4,0.0,0.8,0.002,-0.023,0.032
 Toto-1.0,Toto-2.0-22m,0.4,0.0,0.8,-0.005,-0.026,0.011
 Toto-1.0,Toto-1.0,0.5,0.5,0.5,0.0,0.0,0.0
 Toto-1.0,Moirai-2.0,0.6,0.2,1.0,0.018,-0.054,0.084
 Toto-1.0,Toto-2.0-4m,0.6,0.2,1.0,0.001,-0.017,0.019
-Toto-1.0,TabPFN-TS-3,0.8,0.4,1.0,0.049,-0.029,0.116
 Toto-1.0,Seasonal Naive,1.0,1.0,1.0,0.36,0.24,0.437
 Moirai-2.0,Chronos-2,0.2,0.0,0.6,-0.088,-0.161,-0.019
 Moirai-2.0,TiRex-2,0.2,0.0,0.6,-0.052,-0.1,-0.003
@@ -198,14 +214,14 @@ Moirai-2.0,Toto-2.0-2.5B,0.4,0.0,0.8,-0.048,-0.145,0.041
 Moirai-2.0,Toto-2.0-1B,0.4,0.0,0.8,-0.045,-0.142,0.039
 Moirai-2.0,Toto-2.0-313m,0.4,0.0,0.8,-0.044,-0.132,0.037
 Moirai-2.0,TimesFM-2.5,0.4,0.0,0.8,-0.037,-0.112,0.024
-Moirai-2.0,citras-fm,0.4,0.0,0.8,-0.019,-0.051,0.014
 Moirai-2.0,FlowState,0.4,0.0,0.8,-0.023,-0.095,0.025
+Moirai-2.0,citras-fm,0.4,0.0,0.8,-0.019,-0.051,0.014
 Moirai-2.0,Chronos-Bolt,0.3,0.1,0.5,-0.018,-0.037,0.0
+Moirai-2.0,TS-ICL,0.4,0.0,0.8,-0.016,-0.079,0.044
 Moirai-2.0,Toto-2.0-22m,0.4,0.0,0.8,-0.023,-0.117,0.061
 Moirai-2.0,Toto-1.0,0.4,0.0,0.8,-0.018,-0.091,0.051
 Moirai-2.0,Moirai-2.0,0.5,0.5,0.5,0.0,0.0,0.0
 Moirai-2.0,Toto-2.0-4m,0.4,0.0,0.8,-0.017,-0.096,0.05
-Moirai-2.0,TabPFN-TS-3,0.6,0.2,1.0,0.032,-0.023,0.092
 Moirai-2.0,Seasonal Naive,1.0,1.0,1.0,0.349,0.271,0.409
 Toto-2.0-4m,Chronos-2,0.0,0.0,0.0,-0.07,-0.132,-0.023
 Toto-2.0-4m,TiRex-2,0.2,0.0,0.6,-0.035,-0.081,0.014
@@ -214,31 +230,15 @@ Toto-2.0-4m,Toto-2.0-2.5B,0.2,0.0,0.6,-0.03,-0.05,-0.007
 Toto-2.0-4m,Toto-2.0-1B,0.2,0.0,0.6,-0.028,-0.045,-0.004
 Toto-2.0-4m,Toto-2.0-313m,0.0,0.0,0.0,-0.026,-0.04,-0.013
 Toto-2.0-4m,TimesFM-2.5,0.0,0.0,0.0,-0.02,-0.031,-0.012
-Toto-2.0-4m,citras-fm,0.4,0.0,0.8,-0.002,-0.054,0.066
 Toto-2.0-4m,FlowState,0.2,0.0,0.6,-0.006,-0.031,0.028
+Toto-2.0-4m,citras-fm,0.4,0.0,0.8,-0.002,-0.054,0.066
 Toto-2.0-4m,Chronos-Bolt,0.6,0.2,1.0,-0.002,-0.07,0.075
+Toto-2.0-4m,TS-ICL,0.6,0.2,1.0,0.001,-0.038,0.04
 Toto-2.0-4m,Toto-2.0-22m,0.2,0.0,0.6,-0.006,-0.023,0.017
 Toto-2.0-4m,Toto-1.0,0.4,0.0,0.8,-0.001,-0.019,0.017
 Toto-2.0-4m,Moirai-2.0,0.6,0.2,1.0,0.017,-0.052,0.087
 Toto-2.0-4m,Toto-2.0-4m,0.5,0.5,0.5,0.0,0.0,0.0
-Toto-2.0-4m,TabPFN-TS-3,0.8,0.4,1.0,0.048,-0.016,0.114
 Toto-2.0-4m,Seasonal Naive,1.0,1.0,1.0,0.359,0.248,0.44
-TabPFN-TS-3,Chronos-2,0.0,0.0,0.0,-0.125,-0.179,-0.069
-TabPFN-TS-3,TiRex-2,0.0,0.0,0.0,-0.087,-0.155,-0.036
-TabPFN-TS-3,TiRex,0.0,0.0,0.0,-0.076,-0.141,-0.029
-TabPFN-TS-3,Toto-2.0-2.5B,0.4,0.0,0.8,-0.083,-0.174,0.001
-TabPFN-TS-3,Toto-2.0-1B,0.4,0.0,0.8,-0.08,-0.169,-0.002
-TabPFN-TS-3,Toto-2.0-313m,0.2,0.0,0.6,-0.079,-0.16,-0.003
-TabPFN-TS-3,TimesFM-2.5,0.2,0.0,0.6,-0.072,-0.145,-0.005
-TabPFN-TS-3,citras-fm,0.2,0.0,0.6,-0.053,-0.145,0.008
-TabPFN-TS-3,FlowState,0.4,0.0,0.8,-0.057,-0.135,0.005
-TabPFN-TS-3,Chronos-Bolt,0.2,0.0,0.6,-0.052,-0.12,0.008
-TabPFN-TS-3,Toto-2.0-22m,0.2,0.0,0.6,-0.057,-0.144,0.028
-TabPFN-TS-3,Toto-1.0,0.2,0.0,0.6,-0.052,-0.131,0.028
-TabPFN-TS-3,Moirai-2.0,0.4,0.0,0.8,-0.033,-0.101,0.023
-TabPFN-TS-3,Toto-2.0-4m,0.2,0.0,0.6,-0.051,-0.129,0.016
-TabPFN-TS-3,TabPFN-TS-3,0.5,0.5,0.5,0.0,0.0,0.0
-TabPFN-TS-3,Seasonal Naive,1.0,1.0,1.0,0.327,0.253,0.382
 Seasonal Naive,Chronos-2,0.0,0.0,0.0,-0.671,-0.848,-0.486
 Seasonal Naive,TiRex-2,0.0,0.0,0.0,-0.615,-0.785,-0.424
 Seasonal Naive,TiRex,0.0,0.0,0.0,-0.598,-0.768,-0.404
@@ -246,12 +246,12 @@ Seasonal Naive,Toto-2.0-2.5B,0.0,0.0,0.0,-0.609,-0.858,-0.361
 Seasonal Naive,Toto-2.0-1B,0.0,0.0,0.0,-0.604,-0.85,-0.369
 Seasonal Naive,Toto-2.0-313m,0.0,0.0,0.0,-0.602,-0.837,-0.353
 Seasonal Naive,TimesFM-2.5,0.0,0.0,0.0,-0.592,-0.807,-0.36
-Seasonal Naive,citras-fm,0.0,0.0,0.0,-0.564,-0.762,-0.37
 Seasonal Naive,FlowState,0.0,0.0,0.0,-0.57,-0.797,-0.352
+Seasonal Naive,citras-fm,0.0,0.0,0.0,-0.564,-0.762,-0.37
 Seasonal Naive,Chronos-Bolt,0.0,0.0,0.0,-0.563,-0.699,-0.411
+Seasonal Naive,TS-ICL,0.0,0.0,0.0,-0.559,-0.737,-0.327
 Seasonal Naive,Toto-2.0-22m,0.0,0.0,0.0,-0.57,-0.819,-0.307
 Seasonal Naive,Toto-1.0,0.0,0.0,0.0,-0.562,-0.775,-0.315
 Seasonal Naive,Moirai-2.0,0.0,0.0,0.0,-0.535,-0.692,-0.371
 Seasonal Naive,Toto-2.0-4m,0.0,0.0,0.0,-0.561,-0.784,-0.329
-Seasonal Naive,TabPFN-TS-3,0.0,0.0,0.0,-0.485,-0.618,-0.339
 Seasonal Naive,Seasonal Naive,0.5,0.5,0.5,0.0,0.0,0.0

tables/domain_nature/pairwise_WAPE.csv

@@ -5,15 +5,15 @@ TiRex-2,Toto-2.0-313m,0.6,0.2,1.0,-0.007,-0.088,0.051
 TiRex-2,Toto-2.0-1B,0.6,0.2,1.0,-0.014,-0.095,0.045
 TiRex-2,Toto-2.0-2.5B,0.6,0.2,1.0,-0.008,-0.091,0.055
 TiRex-2,FlowState,0.4,0.0,0.8,0.006,-0.063,0.064
-TiRex-2,Toto-1.0,0.6,0.2,1.0,0.011,-0.058,0.079
 TiRex-2,TiRex,0.6,0.2,1.0,0.018,-0.004,0.04
+TiRex-2,Toto-1.0,0.6,0.2,1.0,0.011,-0.058,0.079
 TiRex-2,TimesFM-2.5,0.6,0.2,1.0,0.019,-0.033,0.061
+TiRex-2,TS-ICL,0.6,0.2,1.0,0.03,-0.013,0.075
 TiRex-2,Chronos-Bolt,0.8,0.4,1.0,0.036,0.0,0.072
-TiRex-2,citras-fm,1.0,1.0,1.0,0.036,0.027,0.051
 TiRex-2,Toto-2.0-22m,0.6,0.2,1.0,0.012,-0.07,0.073
+TiRex-2,citras-fm,1.0,1.0,1.0,0.036,0.027,0.051
 TiRex-2,Moirai-2.0,0.8,0.4,1.0,0.048,0.007,0.087
 TiRex-2,Toto-2.0-4m,0.6,0.2,1.0,0.026,-0.045,0.083
-TiRex-2,TabPFN-TS-3,1.0,1.0,1.0,0.054,0.025,0.08
 TiRex-2,Seasonal Naive,1.0,1.0,1.0,0.463,0.255,0.614
 Chronos-2,TiRex-2,0.4,0.0,0.8,0.014,-0.004,0.035
 Chronos-2,Chronos-2,0.5,0.5,0.5,0.0,0.0,0.0
@@ -21,15 +21,15 @@ Chronos-2,Toto-2.0-313m,0.6,0.2,1.0,0.008,-0.085,0.082
 Chronos-2,Toto-2.0-1B,0.6,0.2,1.0,0.0,-0.093,0.07
 Chronos-2,Toto-2.0-2.5B,0.6,0.2,1.0,0.006,-0.093,0.086
 Chronos-2,FlowState,0.4,0.0,0.8,0.02,-0.057,0.091
-Chronos-2,Toto-1.0,0.4,0.0,0.8,0.025,-0.062,0.112
 Chronos-2,TiRex,0.6,0.2,1.0,0.032,-0.008,0.069
+Chronos-2,Toto-1.0,0.4,0.0,0.8,0.025,-0.062,0.112
 Chronos-2,TimesFM-2.5,0.6,0.2,1.0,0.033,-0.03,0.091
+Chronos-2,TS-ICL,0.6,0.2,1.0,0.044,-0.011,0.102
 Chronos-2,Chronos-Bolt,0.8,0.4,1.0,0.05,0.01,0.084
-Chronos-2,citras-fm,1.0,1.0,1.0,0.05,0.031,0.069
 Chronos-2,Toto-2.0-22m,0.6,0.2,1.0,0.027,-0.075,0.106
+Chronos-2,citras-fm,1.0,1.0,1.0,0.05,0.031,0.069
 Chronos-2,Moirai-2.0,0.8,0.4,1.0,0.062,0.015,0.106
 Chronos-2,Toto-2.0-4m,0.6,0.2,1.0,0.04,-0.046,0.113
-Chronos-2,TabPFN-TS-3,0.8,0.4,1.0,0.067,0.024,0.103
 Chronos-2,Seasonal Naive,1.0,1.0,1.0,0.47,0.277,0.613
 Toto-2.0-313m,TiRex-2,0.4,0.0,0.8,0.007,-0.054,0.081
 Toto-2.0-313m,Chronos-2,0.4,0.0,0.8,-0.008,-0.089,0.079
@@ -37,15 +37,15 @@ Toto-2.0-313m,Toto-2.0-313m,0.5,0.5,0.5,0.0,0.0,0.0
 Toto-2.0-313m,Toto-2.0-1B,0.4,0.0,0.8,-0.007,-0.023,0.009
 Toto-2.0-313m,Toto-2.0-2.5B,0.4,0.0,0.8,-0.001,-0.016,0.015
 Toto-2.0-313m,FlowState,0.6,0.2,1.0,0.013,-0.036,0.056
-Toto-2.0-313m,Toto-1.0,0.8,0.4,1.0,0.018,-0.005,0.036
 Toto-2.0-313m,TiRex,0.6,0.2,1.0,0.025,-0.032,0.086
+Toto-2.0-313m,Toto-1.0,0.8,0.4,1.0,0.018,-0.005,0.036
 Toto-2.0-313m,TimesFM-2.5,0.6,0.2,1.0,0.026,-0.015,0.065
+Toto-2.0-313m,TS-ICL,0.6,0.2,1.0,0.037,-0.017,0.088
 Toto-2.0-313m,Chronos-Bolt,0.6,0.2,1.0,0.042,-0.036,0.137
-Toto-2.0-313m,citras-fm,0.6,0.2,1.0,0.043,-0.022,0.126
 Toto-2.0-313m,Toto-2.0-22m,1.0,1.0,1.0,0.019,0.005,0.033
+Toto-2.0-313m,citras-fm,0.6,0.2,1.0,0.043,-0.022,0.126
 Toto-2.0-313m,Moirai-2.0,0.6,0.2,1.0,0.055,-0.024,0.143
 Toto-2.0-313m,Toto-2.0-4m,1.0,1.0,1.0,0.033,0.023,0.042
-Toto-2.0-313m,TabPFN-TS-3,0.8,0.4,1.0,0.06,0.004,0.112
 Toto-2.0-313m,Seasonal Naive,1.0,1.0,1.0,0.466,0.224,0.639
 Toto-2.0-1B,TiRex-2,0.4,0.0,0.8,0.014,-0.047,0.086
 Toto-2.0-1B,Chronos-2,0.4,0.0,0.8,-0.0,-0.075,0.085
@@ -53,15 +53,15 @@ Toto-2.0-1B,Toto-2.0-313m,0.6,0.2,1.0,0.007,-0.009,0.023
 Toto-2.0-1B,Toto-2.0-1B,0.5,0.5,0.5,0.0,0.0,0.0
 Toto-2.0-1B,Toto-2.0-2.5B,0.6,0.2,1.0,0.006,-0.007,0.019
 Toto-2.0-1B,FlowState,0.6,0.2,1.0,0.02,-0.026,0.058
-Toto-2.0-1B,Toto-1.0,0.8,0.4,1.0,0.025,-0.014,0.056
 Toto-2.0-1B,TiRex,0.6,0.2,1.0,0.032,-0.024,0.098
+Toto-2.0-1B,Toto-1.0,0.8,0.4,1.0,0.025,-0.014,0.056
 Toto-2.0-1B,TimesFM-2.5,0.8,0.4,1.0,0.033,-0.015,0.073
+Toto-2.0-1B,TS-ICL,0.6,0.2,1.0,0.044,-0.02,0.104
 Toto-2.0-1B,Chronos-Bolt,0.6,0.2,1.0,0.049,-0.027,0.14
-Toto-2.0-1B,citras-fm,0.4,0.0,0.8,0.05,-0.017,0.132
 Toto-2.0-1B,Toto-2.0-22m,0.8,0.4,1.0,0.026,0.001,0.049
+Toto-2.0-1B,citras-fm,0.4,0.0,0.8,0.05,-0.017,0.132
 Toto-2.0-1B,Moirai-2.0,0.6,0.2,1.0,0.061,-0.014,0.146
 Toto-2.0-1B,Toto-2.0-4m,0.8,0.4,1.0,0.04,0.018,0.054
-Toto-2.0-1B,TabPFN-TS-3,0.6,0.2,1.0,0.067,0.012,0.119
 Toto-2.0-1B,Seasonal Naive,1.0,1.0,1.0,0.47,0.223,0.641
 Toto-2.0-2.5B,TiRex-2,0.4,0.0,0.8,0.008,-0.058,0.083
 Toto-2.0-2.5B,Chronos-2,0.4,0.0,0.8,-0.006,-0.094,0.085
@@ -69,15 +69,15 @@ Toto-2.0-2.5B,Toto-2.0-313m,0.6,0.2,1.0,0.001,-0.015,0.016
 Toto-2.0-2.5B,Toto-2.0-1B,0.4,0.0,0.8,-0.006,-0.019,0.007
 Toto-2.0-2.5B,Toto-2.0-2.5B,0.5,0.5,0.5,0.0,0.0,0.0
 Toto-2.0-2.5B,FlowState,0.6,0.2,1.0,0.014,-0.039,0.064
-Toto-2.0-2.5B,Toto-1.0,0.8,0.4,1.0,0.019,-0.019,0.044
 Toto-2.0-2.5B,TiRex,0.6,0.2,1.0,0.026,-0.036,0.094
+Toto-2.0-2.5B,Toto-1.0,0.8,0.4,1.0,0.019,-0.019,0.044
 Toto-2.0-2.5B,TimesFM-2.5,0.6,0.2,1.0,0.027,-0.024,0.076
+Toto-2.0-2.5B,TS-ICL,0.6,0.2,1.0,0.039,-0.027,0.1
 Toto-2.0-2.5B,Chronos-Bolt,0.6,0.2,1.0,0.044,-0.045,0.137
-Toto-2.0-2.5B,citras-fm,0.6,0.2,1.0,0.044,-0.029,0.128
 Toto-2.0-2.5B,Toto-2.0-22m,0.8,0.4,1.0,0.021,-0.007,0.049
+Toto-2.0-2.5B,citras-fm,0.6,0.2,1.0,0.044,-0.029,0.128
 Toto-2.0-2.5B,Moirai-2.0,0.6,0.2,1.0,0.056,-0.027,0.14
 Toto-2.0-2.5B,Toto-2.0-4m,0.8,0.4,1.0,0.034,0.012,0.051
-Toto-2.0-2.5B,TabPFN-TS-3,0.6,0.2,1.0,0.061,0.0,0.122
 Toto-2.0-2.5B,Seasonal Naive,1.0,1.0,1.0,0.467,0.22,0.642
 FlowState,TiRex-2,0.6,0.2,1.0,-0.006,-0.069,0.059
 FlowState,Chronos-2,0.6,0.2,1.0,-0.021,-0.1,0.054
@@ -85,127 +85,143 @@ FlowState,Toto-2.0-313m,0.4,0.0,0.8,-0.013,-0.059,0.035
 FlowState,Toto-2.0-1B,0.4,0.0,0.8,-0.02,-0.062,0.025
 FlowState,Toto-2.0-2.5B,0.4,0.0,0.8,-0.014,-0.068,0.038
 FlowState,FlowState,0.5,0.5,0.5,0.0,0.0,0.0
-FlowState,Toto-1.0,0.6,0.2,1.0,0.005,-0.042,0.05
 FlowState,TiRex,0.6,0.2,1.0,0.012,-0.033,0.064
+FlowState,Toto-1.0,0.6,0.2,1.0,0.005,-0.042,0.05
 FlowState,TimesFM-2.5,0.8,0.4,1.0,0.013,-0.024,0.042
+FlowState,TS-ICL,0.8,0.4,1.0,0.025,-0.051,0.076
 FlowState,Chronos-Bolt,0.6,0.2,1.0,0.03,-0.032,0.114
-FlowState,citras-fm,0.6,0.2,1.0,0.03,-0.036,0.104
 FlowState,Toto-2.0-22m,0.6,0.2,1.0,0.007,-0.039,0.051
+FlowState,citras-fm,0.6,0.2,1.0,0.03,-0.036,0.104
 FlowState,Moirai-2.0,0.6,0.2,1.0,0.042,-0.006,0.114
 FlowState,Toto-2.0-4m,0.6,0.2,1.0,0.02,-0.016,0.058
-FlowState,TabPFN-TS-3,0.8,0.4,1.0,0.048,0.008,0.086
 FlowState,Seasonal Naive,1.0,1.0,1.0,0.459,0.212,0.633
-Toto-1.0,TiRex-2,0.4,0.0,0.8,-0.011,-0.086,0.055
-Toto-1.0,Chronos-2,0.6,0.2,1.0,-0.026,-0.126,0.058
-Toto-1.0,Toto-2.0-313m,0.2,0.0,0.6,-0.018,-0.037,0.005
-Toto-1.0,Toto-2.0-1B,0.2,0.0,0.6,-0.026,-0.059,0.014
-Toto-1.0,Toto-2.0-2.5B,0.2,0.0,0.6,-0.02,-0.046,0.018
-Toto-1.0,FlowState,0.4,0.0,0.8,-0.005,-0.053,0.04
-Toto-1.0,Toto-1.0,0.5,0.5,0.5,0.0,0.0,0.0
-Toto-1.0,TiRex,0.6,0.2,1.0,0.007,-0.053,0.068
-Toto-1.0,TimesFM-2.5,0.6,0.2,1.0,0.008,-0.026,0.04
-Toto-1.0,Chronos-Bolt,0.8,0.4,1.0,0.025,-0.071,0.118
-Toto-1.0,citras-fm,0.6,0.2,1.0,0.025,-0.051,0.102
-Toto-1.0,Toto-2.0-22m,0.6,0.2,1.0,0.001,-0.022,0.024
-Toto-1.0,Moirai-2.0,0.8,0.4,1.0,0.037,-0.046,0.125
-Toto-1.0,Toto-2.0-4m,0.8,0.4,1.0,0.015,-0.004,0.032
-Toto-1.0,TabPFN-TS-3,0.8,0.4,1.0,0.043,-0.022,0.089
-Toto-1.0,Seasonal Naive,1.0,1.0,1.0,0.457,0.212,0.633
 TiRex,TiRex-2,0.4,0.0,0.8,-0.019,-0.042,0.004
 TiRex,Chronos-2,0.4,0.0,0.8,-0.033,-0.074,0.008
 TiRex,Toto-2.0-313m,0.4,0.0,0.8,-0.026,-0.095,0.031
 TiRex,Toto-2.0-1B,0.4,0.0,0.8,-0.033,-0.109,0.024
 TiRex,Toto-2.0-2.5B,0.4,0.0,0.8,-0.027,-0.104,0.035
 TiRex,FlowState,0.4,0.0,0.8,-0.013,-0.069,0.032
-TiRex,Toto-1.0,0.4,0.0,0.8,-0.007,-0.073,0.05
 TiRex,TiRex,0.5,0.5,0.5,0.0,0.0,0.0
+TiRex,Toto-1.0,0.4,0.0,0.8,-0.007,-0.073,0.05
 TiRex,TimesFM-2.5,0.6,0.2,1.0,0.001,-0.044,0.032
+TiRex,TS-ICL,0.6,0.2,1.0,0.012,-0.031,0.063
 TiRex,Chronos-Bolt,0.8,0.4,1.0,0.018,-0.014,0.055
-TiRex,citras-fm,0.6,0.2,1.0,0.018,-0.006,0.043
 TiRex,Toto-2.0-22m,0.6,0.2,1.0,-0.006,-0.085,0.045
+TiRex,citras-fm,0.6,0.2,1.0,0.018,-0.006,0.043
 TiRex,Moirai-2.0,0.8,0.4,1.0,0.03,0.002,0.06
 TiRex,Toto-2.0-4m,0.6,0.2,1.0,0.008,-0.058,0.056
-TiRex,TabPFN-TS-3,0.8,0.4,1.0,0.036,0.007,0.062
 TiRex,Seasonal Naive,1.0,1.0,1.0,0.453,0.224,0.614
+Toto-1.0,TiRex-2,0.4,0.0,0.8,-0.011,-0.086,0.055
+Toto-1.0,Chronos-2,0.6,0.2,1.0,-0.026,-0.126,0.058
+Toto-1.0,Toto-2.0-313m,0.2,0.0,0.6,-0.018,-0.037,0.005
+Toto-1.0,Toto-2.0-1B,0.2,0.0,0.6,-0.026,-0.059,0.014
+Toto-1.0,Toto-2.0-2.5B,0.2,0.0,0.6,-0.02,-0.046,0.018
+Toto-1.0,FlowState,0.4,0.0,0.8,-0.005,-0.053,0.04
+Toto-1.0,TiRex,0.6,0.2,1.0,0.007,-0.053,0.068
+Toto-1.0,Toto-1.0,0.5,0.5,0.5,0.0,0.0,0.0
+Toto-1.0,TimesFM-2.5,0.6,0.2,1.0,0.008,-0.026,0.04
+Toto-1.0,TS-ICL,0.4,0.0,0.8,0.019,-0.023,0.065
+Toto-1.0,Chronos-Bolt,0.8,0.4,1.0,0.025,-0.071,0.118
+Toto-1.0,Toto-2.0-22m,0.6,0.2,1.0,0.001,-0.022,0.024
+Toto-1.0,citras-fm,0.6,0.2,1.0,0.025,-0.051,0.102
+Toto-1.0,Moirai-2.0,0.8,0.4,1.0,0.037,-0.046,0.125
+Toto-1.0,Toto-2.0-4m,0.8,0.4,1.0,0.015,-0.004,0.032
+Toto-1.0,Seasonal Naive,1.0,1.0,1.0,0.457,0.212,0.633
 TimesFM-2.5,TiRex-2,0.4,0.0,0.8,-0.019,-0.065,0.032
 TimesFM-2.5,Chronos-2,0.4,0.0,0.8,-0.034,-0.1,0.029
 TimesFM-2.5,Toto-2.0-313m,0.4,0.0,0.8,-0.026,-0.069,0.014
 TimesFM-2.5,Toto-2.0-1B,0.2,0.0,0.6,-0.034,-0.079,0.015
 TimesFM-2.5,Toto-2.0-2.5B,0.4,0.0,0.8,-0.028,-0.083,0.023
 TimesFM-2.5,FlowState,0.2,0.0,0.6,-0.013,-0.043,0.024
-TimesFM-2.5,Toto-1.0,0.4,0.0,0.8,-0.008,-0.042,0.025
 TimesFM-2.5,TiRex,0.4,0.0,0.8,-0.001,-0.034,0.042
+TimesFM-2.5,Toto-1.0,0.4,0.0,0.8,-0.008,-0.042,0.025
 TimesFM-2.5,TimesFM-2.5,0.5,0.5,0.5,0.0,0.0,0.0
+TimesFM-2.5,TS-ICL,0.8,0.4,1.0,0.012,-0.027,0.036
 TimesFM-2.5,Chronos-Bolt,0.6,0.2,1.0,0.017,-0.042,0.095
-TimesFM-2.5,citras-fm,0.6,0.2,1.0,0.018,-0.031,0.074
 TimesFM-2.5,Toto-2.0-22m,0.4,0.0,0.8,-0.006,-0.047,0.027
+TimesFM-2.5,citras-fm,0.6,0.2,1.0,0.018,-0.031,0.074
 TimesFM-2.5,Moirai-2.0,0.6,0.2,1.0,0.03,-0.029,0.101
 TimesFM-2.5,Toto-2.0-4m,0.6,0.2,1.0,0.007,-0.027,0.04
-TimesFM-2.5,TabPFN-TS-3,0.8,0.4,1.0,0.035,0.002,0.058
 TimesFM-2.5,Seasonal Naive,1.0,1.0,1.0,0.452,0.216,0.62
+TS-ICL,TiRex-2,0.4,0.0,0.8,-0.031,-0.081,0.013
+TS-ICL,Chronos-2,0.4,0.0,0.8,-0.046,-0.113,0.011
+TS-ICL,Toto-2.0-313m,0.4,0.0,0.8,-0.039,-0.097,0.016
+TS-ICL,Toto-2.0-1B,0.4,0.0,0.8,-0.046,-0.116,0.019
+TS-ICL,Toto-2.0-2.5B,0.4,0.0,0.8,-0.04,-0.111,0.026
+TS-ICL,FlowState,0.2,0.0,0.6,-0.025,-0.083,0.049
+TS-ICL,TiRex,0.4,0.0,0.8,-0.013,-0.067,0.03
+TS-ICL,Toto-1.0,0.6,0.2,1.0,-0.02,-0.069,0.022
+TS-ICL,TimesFM-2.5,0.2,0.0,0.6,-0.012,-0.038,0.026
+TS-ICL,TS-ICL,0.5,0.5,0.5,0.0,0.0,0.0
+TS-ICL,Chronos-Bolt,0.6,0.2,1.0,0.006,-0.075,0.08
+TS-ICL,Toto-2.0-22m,0.4,0.0,0.8,-0.018,-0.072,0.032
+TS-ICL,citras-fm,0.6,0.2,1.0,0.006,-0.047,0.06
+TS-ICL,Moirai-2.0,0.6,0.2,1.0,0.018,-0.065,0.087
+TS-ICL,Toto-2.0-4m,0.4,0.0,0.8,-0.005,-0.059,0.047
+TS-ICL,Seasonal Naive,1.0,1.0,1.0,0.446,0.235,0.609
 Chronos-Bolt,TiRex-2,0.2,0.0,0.6,-0.037,-0.078,-0.0
 Chronos-Bolt,Chronos-2,0.2,0.0,0.6,-0.052,-0.092,-0.01
 Chronos-Bolt,Toto-2.0-313m,0.4,0.0,0.8,-0.044,-0.158,0.035
 Chronos-Bolt,Toto-2.0-1B,0.4,0.0,0.8,-0.052,-0.163,0.026
 Chronos-Bolt,Toto-2.0-2.5B,0.4,0.0,0.8,-0.046,-0.159,0.043
 Chronos-Bolt,FlowState,0.4,0.0,0.8,-0.031,-0.129,0.031
-Chronos-Bolt,Toto-1.0,0.2,0.0,0.6,-0.026,-0.134,0.066
 Chronos-Bolt,TiRex,0.2,0.0,0.6,-0.018,-0.059,0.013
+Chronos-Bolt,Toto-1.0,0.2,0.0,0.6,-0.026,-0.134,0.066
 Chronos-Bolt,TimesFM-2.5,0.4,0.0,0.8,-0.018,-0.105,0.041
+Chronos-Bolt,TS-ICL,0.4,0.0,0.8,-0.006,-0.087,0.07
 Chronos-Bolt,Chronos-Bolt,0.5,0.5,0.5,0.0,0.0,0.0
-Chronos-Bolt,citras-fm,0.6,0.2,1.0,0.0,-0.027,0.029
 Chronos-Bolt,Toto-2.0-22m,0.6,0.2,1.0,-0.024,-0.149,0.059
+Chronos-Bolt,citras-fm,0.6,0.2,1.0,0.0,-0.027,0.029
 Chronos-Bolt,Moirai-2.0,0.7,0.5,0.9,0.013,0.0,0.025
 Chronos-Bolt,Toto-2.0-4m,0.6,0.2,1.0,-0.01,-0.118,0.065
-Chronos-Bolt,TabPFN-TS-3,0.8,0.4,1.0,0.018,-0.044,0.058
 Chronos-Bolt,Seasonal Naive,1.0,1.0,1.0,0.443,0.234,0.607
-citras-fm,TiRex-2,0.0,0.0,0.0,-0.038,-0.054,-0.027
-citras-fm,Chronos-2,0.0,0.0,0.0,-0.053,-0.074,-0.032
-citras-fm,Toto-2.0-313m,0.4,0.0,0.8,-0.045,-0.145,0.022
-citras-fm,Toto-2.0-1B,0.6,0.2,1.0,-0.052,-0.152,0.017
-citras-fm,Toto-2.0-2.5B,0.4,0.0,0.8,-0.046,-0.147,0.028
-citras-fm,FlowState,0.4,0.0,0.8,-0.031,-0.117,0.035
-citras-fm,Toto-1.0,0.4,0.0,0.8,-0.026,-0.114,0.049
-citras-fm,TiRex,0.4,0.0,0.8,-0.019,-0.045,0.006
-citras-fm,TimesFM-2.5,0.4,0.0,0.8,-0.018,-0.08,0.03
-citras-fm,Chronos-Bolt,0.4,0.0,0.8,-0.0,-0.029,0.026
-citras-fm,citras-fm,0.5,0.5,0.5,0.0,0.0,0.0
-citras-fm,Toto-2.0-22m,0.6,0.2,1.0,-0.025,-0.128,0.043
-citras-fm,Moirai-2.0,0.4,0.0,0.8,0.012,-0.02,0.046
-citras-fm,Toto-2.0-4m,0.6,0.2,1.0,-0.011,-0.101,0.054
-citras-fm,TabPFN-TS-3,0.8,0.4,1.0,0.018,-0.027,0.052
-citras-fm,Seasonal Naive,1.0,1.0,1.0,0.442,0.232,0.6
 Toto-2.0-22m,TiRex-2,0.4,0.0,0.8,-0.013,-0.078,0.066
 Toto-2.0-22m,Chronos-2,0.4,0.0,0.8,-0.027,-0.118,0.07
 Toto-2.0-22m,Toto-2.0-313m,0.0,0.0,0.0,-0.02,-0.035,-0.005
 Toto-2.0-22m,Toto-2.0-1B,0.2,0.0,0.6,-0.027,-0.052,-0.001
 Toto-2.0-22m,Toto-2.0-2.5B,0.2,0.0,0.6,-0.021,-0.051,0.007
 Toto-2.0-22m,FlowState,0.4,0.0,0.8,-0.007,-0.054,0.037
-Toto-2.0-22m,Toto-1.0,0.4,0.0,0.8,-0.001,-0.024,0.021
 Toto-2.0-22m,TiRex,0.4,0.0,0.8,0.006,-0.047,0.078
+Toto-2.0-22m,Toto-1.0,0.4,0.0,0.8,-0.001,-0.024,0.021
 Toto-2.0-22m,TimesFM-2.5,0.6,0.2,1.0,0.006,-0.028,0.045
+Toto-2.0-22m,TS-ICL,0.6,0.2,1.0,0.018,-0.033,0.067
 Toto-2.0-22m,Chronos-Bolt,0.4,0.0,0.8,0.024,-0.063,0.13
-Toto-2.0-22m,citras-fm,0.4,0.0,0.8,0.024,-0.045,0.113
 Toto-2.0-22m,Toto-2.0-22m,0.5,0.5,0.5,0.0,0.0,0.0
+Toto-2.0-22m,citras-fm,0.4,0.0,0.8,0.024,-0.045,0.113
 Toto-2.0-22m,Moirai-2.0,0.4,0.0,0.8,0.036,-0.042,0.136
 Toto-2.0-22m,Toto-2.0-4m,0.8,0.4,1.0,0.014,0.0,0.027
-Toto-2.0-22m,TabPFN-TS-3,0.8,0.4,1.0,0.042,-0.012,0.095
 Toto-2.0-22m,Seasonal Naive,1.0,1.0,1.0,0.456,0.207,0.632
+citras-fm,TiRex-2,0.0,0.0,0.0,-0.038,-0.054,-0.027
+citras-fm,Chronos-2,0.0,0.0,0.0,-0.053,-0.074,-0.032
+citras-fm,Toto-2.0-313m,0.4,0.0,0.8,-0.045,-0.145,0.022
+citras-fm,Toto-2.0-1B,0.6,0.2,1.0,-0.052,-0.152,0.017
+citras-fm,Toto-2.0-2.5B,0.4,0.0,0.8,-0.046,-0.147,0.028
+citras-fm,FlowState,0.4,0.0,0.8,-0.031,-0.117,0.035
+citras-fm,TiRex,0.4,0.0,0.8,-0.019,-0.045,0.006
+citras-fm,Toto-1.0,0.4,0.0,0.8,-0.026,-0.114,0.049
+citras-fm,TimesFM-2.5,0.4,0.0,0.8,-0.018,-0.08,0.03
+citras-fm,TS-ICL,0.4,0.0,0.8,-0.006,-0.063,0.045
+citras-fm,Chronos-Bolt,0.4,0.0,0.8,-0.0,-0.029,0.026
+citras-fm,Toto-2.0-22m,0.6,0.2,1.0,-0.025,-0.128,0.043
+citras-fm,citras-fm,0.5,0.5,0.5,0.0,0.0,0.0
+citras-fm,Moirai-2.0,0.4,0.0,0.8,0.012,-0.02,0.046
+citras-fm,Toto-2.0-4m,0.6,0.2,1.0,-0.011,-0.101,0.054
+citras-fm,Seasonal Naive,1.0,1.0,1.0,0.442,0.232,0.6
 Moirai-2.0,TiRex-2,0.2,0.0,0.6,-0.05,-0.095,-0.007
 Moirai-2.0,Chronos-2,0.2,0.0,0.6,-0.066,-0.119,-0.015
 Moirai-2.0,Toto-2.0-313m,0.4,0.0,0.8,-0.058,-0.167,0.024
 Moirai-2.0,Toto-2.0-1B,0.4,0.0,0.8,-0.065,-0.171,0.013
 Moirai-2.0,Toto-2.0-2.5B,0.4,0.0,0.8,-0.059,-0.163,0.027
 Moirai-2.0,FlowState,0.4,0.0,0.8,-0.044,-0.129,0.006
-Moirai-2.0,Toto-1.0,0.2,0.0,0.6,-0.039,-0.143,0.044
 Moirai-2.0,TiRex,0.2,0.0,0.6,-0.031,-0.064,-0.002
+Moirai-2.0,Toto-1.0,0.2,0.0,0.6,-0.039,-0.143,0.044
 Moirai-2.0,TimesFM-2.5,0.4,0.0,0.8,-0.031,-0.112,0.028
+Moirai-2.0,TS-ICL,0.4,0.0,0.8,-0.018,-0.095,0.061
 Moirai-2.0,Chronos-Bolt,0.3,0.1,0.5,-0.013,-0.026,0.0
-Moirai-2.0,citras-fm,0.6,0.2,1.0,-0.012,-0.048,0.02
 Moirai-2.0,Toto-2.0-22m,0.6,0.2,1.0,-0.037,-0.158,0.04
+Moirai-2.0,citras-fm,0.6,0.2,1.0,-0.012,-0.048,0.02
 Moirai-2.0,Moirai-2.0,0.5,0.5,0.5,0.0,0.0,0.0
 Moirai-2.0,Toto-2.0-4m,0.4,0.0,0.8,-0.023,-0.125,0.049
-Moirai-2.0,TabPFN-TS-3,0.6,0.2,1.0,0.006,-0.053,0.048
 Moirai-2.0,Seasonal Naive,1.0,1.0,1.0,0.436,0.216,0.604
 Toto-2.0-4m,TiRex-2,0.4,0.0,0.8,-0.027,-0.09,0.043
 Toto-2.0-4m,Chronos-2,0.4,0.0,0.8,-0.042,-0.127,0.044
@@ -213,45 +229,29 @@ Toto-2.0-4m,Toto-2.0-313m,0.0,0.0,0.0,-0.034,-0.044,-0.024
 Toto-2.0-4m,Toto-2.0-1B,0.2,0.0,0.6,-0.041,-0.057,-0.019
 Toto-2.0-4m,Toto-2.0-2.5B,0.2,0.0,0.6,-0.035,-0.054,-0.012
 Toto-2.0-4m,FlowState,0.4,0.0,0.8,-0.021,-0.061,0.016
-Toto-2.0-4m,Toto-1.0,0.2,0.0,0.6,-0.015,-0.034,0.004
 Toto-2.0-4m,TiRex,0.4,0.0,0.8,-0.008,-0.059,0.055
+Toto-2.0-4m,Toto-1.0,0.2,0.0,0.6,-0.015,-0.034,0.004
 Toto-2.0-4m,TimesFM-2.5,0.4,0.0,0.8,-0.007,-0.042,0.027
+Toto-2.0-4m,TS-ICL,0.6,0.2,1.0,0.005,-0.049,0.056
 Toto-2.0-4m,Chronos-Bolt,0.4,0.0,0.8,0.01,-0.069,0.106
-Toto-2.0-4m,citras-fm,0.4,0.0,0.8,0.011,-0.057,0.092
 Toto-2.0-4m,Toto-2.0-22m,0.2,0.0,0.6,-0.014,-0.028,-0.0
+Toto-2.0-4m,citras-fm,0.4,0.0,0.8,0.011,-0.057,0.092
 Toto-2.0-4m,Moirai-2.0,0.6,0.2,1.0,0.023,-0.051,0.111
 Toto-2.0-4m,Toto-2.0-4m,0.5,0.5,0.5,0.0,0.0,0.0
-Toto-2.0-4m,TabPFN-TS-3,0.8,0.4,1.0,0.028,-0.021,0.076
 Toto-2.0-4m,Seasonal Naive,1.0,1.0,1.0,0.448,0.193,0.627
-TabPFN-TS-3,TiRex-2,0.0,0.0,0.0,-0.057,-0.087,-0.026
-TabPFN-TS-3,Chronos-2,0.2,0.0,0.6,-0.072,-0.115,-0.025
-TabPFN-TS-3,Toto-2.0-313m,0.2,0.0,0.6,-0.064,-0.126,-0.004
-TabPFN-TS-3,Toto-2.0-1B,0.4,0.0,0.8,-0.072,-0.135,-0.012
-TabPFN-TS-3,Toto-2.0-2.5B,0.4,0.0,0.8,-0.066,-0.139,-0.0
-TabPFN-TS-3,FlowState,0.2,0.0,0.6,-0.05,-0.094,-0.008
-TabPFN-TS-3,Toto-1.0,0.2,0.0,0.6,-0.045,-0.097,0.021
-TabPFN-TS-3,TiRex,0.2,0.0,0.6,-0.037,-0.066,-0.007
-TabPFN-TS-3,TimesFM-2.5,0.2,0.0,0.6,-0.037,-0.061,-0.002
-TabPFN-TS-3,Chronos-Bolt,0.2,0.0,0.6,-0.019,-0.061,0.042
-TabPFN-TS-3,citras-fm,0.2,0.0,0.6,-0.018,-0.055,0.026
-TabPFN-TS-3,Toto-2.0-22m,0.2,0.0,0.6,-0.043,-0.105,0.012
-TabPFN-TS-3,Moirai-2.0,0.4,0.0,0.8,-0.006,-0.05,0.05
-TabPFN-TS-3,Toto-2.0-4m,0.2,0.0,0.6,-0.029,-0.082,0.021
-TabPFN-TS-3,TabPFN-TS-3,0.5,0.5,0.5,0.0,0.0,0.0
-TabPFN-TS-3,Seasonal Naive,1.0,1.0,1.0,0.432,0.202,0.599
 Seasonal Naive,TiRex-2,0.0,0.0,0.0,-0.861,-1.593,-0.343
 Seasonal Naive,Chronos-2,0.0,0.0,0.0,-0.888,-1.587,-0.384
 Seasonal Naive,Toto-2.0-313m,0.0,0.0,0.0,-0.874,-1.771,-0.289
 Seasonal Naive,Toto-2.0-1B,0.0,0.0,0.0,-0.887,-1.789,-0.287
 Seasonal Naive,Toto-2.0-2.5B,0.0,0.0,0.0,-0.877,-1.79,-0.282
 Seasonal Naive,FlowState,0.0,0.0,0.0,-0.85,-1.727,-0.27
-Seasonal Naive,Toto-1.0,0.0,0.0,0.0,-0.84,-1.726,-0.269
 Seasonal Naive,TiRex,0.0,0.0,0.0,-0.827,-1.591,-0.288
+Seasonal Naive,Toto-1.0,0.0,0.0,0.0,-0.84,-1.726,-0.269
 Seasonal Naive,TimesFM-2.5,0.0,0.0,0.0,-0.826,-1.634,-0.276
+Seasonal Naive,TS-ICL,0.0,0.0,0.0,-0.804,-1.559,-0.308
 Seasonal Naive,Chronos-Bolt,0.0,0.0,0.0,-0.794,-1.545,-0.305
-Seasonal Naive,citras-fm,0.0,0.0,0.0,-0.794,-1.499,-0.302
 Seasonal Naive,Toto-2.0-22m,0.0,0.0,0.0,-0.838,-1.718,-0.26
+Seasonal Naive,citras-fm,0.0,0.0,0.0,-0.794,-1.499,-0.302
 Seasonal Naive,Moirai-2.0,0.0,0.0,0.0,-0.772,-1.526,-0.276
 Seasonal Naive,Toto-2.0-4m,0.0,0.0,0.0,-0.813,-1.682,-0.24
-Seasonal Naive,TabPFN-TS-3,0.0,0.0,0.0,-0.761,-1.492,-0.253
 Seasonal Naive,Seasonal Naive,0.5,0.5,0.5,0.0,0.0,0.0

tables/domain_nature/pairwise_WQL.csv

@@ -5,15 +5,15 @@ TiRex-2,Toto-2.0-313m,0.6,0.2,1.0,-0.007,-0.075,0.051
 TiRex-2,Chronos-2,0.6,0.2,1.0,0.004,-0.033,0.049
 TiRex-2,TimesFM-2.5,0.6,0.2,1.0,0.006,-0.058,0.055
 TiRex-2,Toto-2.0-1B,0.6,0.2,1.0,0.005,-0.048,0.052
-TiRex-2,Toto-1.0,0.8,0.4,1.0,0.026,-0.031,0.078
-TiRex-2,TiRex,0.6,0.2,1.0,0.037,-0.006,0.084
 TiRex-2,Toto-2.0-2.5B,0.6,0.2,1.0,0.009,-0.05,0.055
+TiRex-2,TiRex,0.6,0.2,1.0,0.037,-0.006,0.084
+TiRex-2,Toto-1.0,0.8,0.4,1.0,0.026,-0.031,0.078
 TiRex-2,Toto-2.0-22m,0.6,0.2,1.0,0.013,-0.076,0.083
-TiRex-2,citras-fm,0.8,0.4,1.0,0.045,0.016,0.077
+TiRex-2,TS-ICL,0.8,0.4,1.0,0.041,0.002,0.079
 TiRex-2,TabPFN-TS-3,0.6,0.2,1.0,0.026,-0.018,0.069
 TiRex-2,Chronos-Bolt,0.8,0.4,1.0,0.054,0.012,0.093
+TiRex-2,citras-fm,0.8,0.4,1.0,0.045,0.016,0.077
 TiRex-2,Moirai-2.0,1.0,1.0,1.0,0.062,0.024,0.097
-TiRex-2,Toto-2.0-4m,0.8,0.4,1.0,0.037,-0.023,0.083
 TiRex-2,Seasonal Naive,1.0,1.0,1.0,0.652,0.4,0.807
 FlowState,TiRex-2,0.6,0.2,1.0,0.006,-0.076,0.083
 FlowState,FlowState,0.5,0.5,0.5,0.0,0.0,0.0
@@ -21,15 +21,15 @@ FlowState,Toto-2.0-313m,0.8,0.4,1.0,-0.0,-0.063,0.038
 FlowState,Chronos-2,0.6,0.2,1.0,0.011,-0.108,0.124
 FlowState,TimesFM-2.5,0.6,0.2,1.0,0.013,-0.034,0.055
 FlowState,Toto-2.0-1B,0.8,0.4,1.0,0.011,-0.05,0.054
-FlowState,Toto-1.0,0.8,0.4,1.0,0.032,-0.033,0.088
-FlowState,TiRex,0.6,0.2,1.0,0.043,-0.038,0.144
 FlowState,Toto-2.0-2.5B,0.6,0.2,1.0,0.015,-0.055,0.068
+FlowState,TiRex,0.6,0.2,1.0,0.043,-0.038,0.144
+FlowState,Toto-1.0,0.8,0.4,1.0,0.032,-0.033,0.088
 FlowState,Toto-2.0-22m,0.6,0.2,1.0,0.019,-0.031,0.062
-FlowState,citras-fm,0.6,0.2,1.0,0.051,-0.029,0.147
+FlowState,TS-ICL,0.8,0.4,1.0,0.047,-0.046,0.122
 FlowState,TabPFN-TS-3,0.6,0.2,1.0,0.033,-0.007,0.072
 FlowState,Chronos-Bolt,0.6,0.2,1.0,0.06,-0.027,0.151
+FlowState,citras-fm,0.6,0.2,1.0,0.051,-0.029,0.147
 FlowState,Moirai-2.0,0.6,0.2,1.0,0.068,-0.012,0.154
-FlowState,Toto-2.0-4m,0.8,0.4,1.0,0.043,-0.009,0.079
 FlowState,Seasonal Naive,1.0,1.0,1.0,0.655,0.349,0.823
 Toto-2.0-313m,TiRex-2,0.4,0.0,0.8,0.007,-0.053,0.069
 Toto-2.0-313m,FlowState,0.2,0.0,0.6,0.0,-0.04,0.059
@@ -37,15 +37,15 @@ Toto-2.0-313m,Toto-2.0-313m,0.5,0.5,0.5,0.0,0.0,0.0
 Toto-2.0-313m,Chronos-2,0.4,0.0,0.8,0.011,-0.085,0.109
 Toto-2.0-313m,TimesFM-2.5,0.6,0.2,1.0,0.013,-0.025,0.051
 Toto-2.0-313m,Toto-2.0-1B,0.8,0.4,1.0,0.011,-0.007,0.026
-Toto-2.0-313m,Toto-1.0,0.8,0.4,1.0,0.032,-0.001,0.074
-Toto-2.0-313m,TiRex,0.6,0.2,1.0,0.044,-0.036,0.133
 Toto-2.0-313m,Toto-2.0-2.5B,0.6,0.2,1.0,0.015,-0.006,0.043
+Toto-2.0-313m,TiRex,0.6,0.2,1.0,0.044,-0.036,0.133
+Toto-2.0-313m,Toto-1.0,0.8,0.4,1.0,0.032,-0.001,0.074
 Toto-2.0-313m,Toto-2.0-22m,0.8,0.4,1.0,0.02,-0.007,0.04
-Toto-2.0-313m,citras-fm,0.8,0.4,1.0,0.051,-0.018,0.131
+Toto-2.0-313m,TS-ICL,0.4,0.0,0.8,0.048,-0.009,0.115
 Toto-2.0-313m,TabPFN-TS-3,0.8,0.4,1.0,0.033,-0.017,0.072
 Toto-2.0-313m,Chronos-Bolt,0.6,0.2,1.0,0.06,-0.035,0.144
+Toto-2.0-313m,citras-fm,0.8,0.4,1.0,0.051,-0.018,0.131
 Toto-2.0-313m,Moirai-2.0,0.6,0.2,1.0,0.068,-0.023,0.148
-Toto-2.0-313m,Toto-2.0-4m,1.0,1.0,1.0,0.043,0.023,0.066
 Toto-2.0-313m,Seasonal Naive,1.0,1.0,1.0,0.655,0.367,0.821
 Chronos-2,TiRex-2,0.4,0.0,0.8,-0.004,-0.051,0.032
 Chronos-2,FlowState,0.4,0.0,0.8,-0.011,-0.142,0.098
@@ -53,15 +53,15 @@ Chronos-2,Toto-2.0-313m,0.6,0.2,1.0,-0.011,-0.122,0.078
 Chronos-2,Chronos-2,0.5,0.5,0.5,0.0,0.0,0.0
 Chronos-2,TimesFM-2.5,0.4,0.0,0.8,0.002,-0.112,0.084
 Chronos-2,Toto-2.0-1B,0.6,0.2,1.0,0.0,-0.095,0.077
-Chronos-2,Toto-1.0,0.4,0.0,0.8,0.021,-0.063,0.101
-Chronos-2,TiRex,0.6,0.2,1.0,0.033,-0.011,0.074
 Chronos-2,Toto-2.0-2.5B,0.6,0.2,1.0,0.004,-0.08,0.082
+Chronos-2,TiRex,0.6,0.2,1.0,0.033,-0.011,0.074
+Chronos-2,Toto-1.0,0.4,0.0,0.8,0.021,-0.063,0.101
 Chronos-2,Toto-2.0-22m,0.6,0.2,1.0,0.009,-0.124,0.114
-Chronos-2,citras-fm,0.8,0.4,1.0,0.041,0.008,0.072
+Chronos-2,TS-ICL,0.6,0.2,1.0,0.037,-0.039,0.099
 Chronos-2,TabPFN-TS-3,0.6,0.2,1.0,0.022,-0.063,0.09
 Chronos-2,Chronos-Bolt,0.8,0.4,1.0,0.049,0.015,0.087
+Chronos-2,citras-fm,0.8,0.4,1.0,0.041,0.008,0.072
 Chronos-2,Moirai-2.0,0.8,0.4,1.0,0.058,0.021,0.1
-Chronos-2,Toto-2.0-4m,0.8,0.4,1.0,0.033,-0.075,0.111
 Chronos-2,Seasonal Naive,1.0,1.0,1.0,0.651,0.412,0.8
 TimesFM-2.5,TiRex-2,0.4,0.0,0.8,-0.006,-0.059,0.055
 TimesFM-2.5,FlowState,0.4,0.0,0.8,-0.013,-0.058,0.032
@@ -69,15 +69,15 @@ TimesFM-2.5,Toto-2.0-313m,0.4,0.0,0.8,-0.013,-0.054,0.025
 TimesFM-2.5,Chronos-2,0.6,0.2,1.0,-0.002,-0.091,0.101
 TimesFM-2.5,TimesFM-2.5,0.5,0.5,0.5,0.0,0.0,0.0
 TimesFM-2.5,Toto-2.0-1B,0.4,0.0,0.8,-0.002,-0.042,0.039
-TimesFM-2.5,Toto-1.0,0.6,0.2,1.0,0.019,-0.032,0.07
-TimesFM-2.5,TiRex,0.4,0.0,0.8,0.031,-0.031,0.124
 TimesFM-2.5,Toto-2.0-2.5B,0.6,0.2,1.0,0.002,-0.052,0.054
+TimesFM-2.5,TiRex,0.4,0.0,0.8,0.031,-0.031,0.124
+TimesFM-2.5,Toto-1.0,0.6,0.2,1.0,0.019,-0.032,0.07
 TimesFM-2.5,Toto-2.0-22m,0.4,0.0,0.8,0.007,-0.031,0.042
-TimesFM-2.5,citras-fm,0.4,0.0,0.8,0.039,-0.023,0.121
+TimesFM-2.5,TS-ICL,0.8,0.4,1.0,0.035,-0.01,0.078
 TimesFM-2.5,TabPFN-TS-3,0.6,0.2,1.0,0.02,-0.015,0.052
 TimesFM-2.5,Chronos-Bolt,0.8,0.4,1.0,0.048,-0.034,0.132
+TimesFM-2.5,citras-fm,0.4,0.0,0.8,0.039,-0.023,0.121
 TimesFM-2.5,Moirai-2.0,0.8,0.4,1.0,0.056,-0.012,0.133
-TimesFM-2.5,Toto-2.0-4m,1.0,1.0,1.0,0.031,0.015,0.05
 TimesFM-2.5,Seasonal Naive,1.0,1.0,1.0,0.65,0.373,0.816
 Toto-2.0-1B,TiRex-2,0.4,0.0,0.8,-0.005,-0.055,0.046
 Toto-2.0-1B,FlowState,0.2,0.0,0.6,-0.011,-0.057,0.048
@@ -85,111 +85,111 @@ Toto-2.0-1B,Toto-2.0-313m,0.2,0.0,0.6,-0.011,-0.027,0.007
 Toto-2.0-1B,Chronos-2,0.4,0.0,0.8,-0.0,-0.083,0.087
 Toto-2.0-1B,TimesFM-2.5,0.6,0.2,1.0,0.002,-0.041,0.04
 Toto-2.0-1B,Toto-2.0-1B,0.5,0.5,0.5,0.0,0.0,0.0
-Toto-2.0-1B,Toto-1.0,0.6,0.2,1.0,0.021,-0.019,0.06
-Toto-2.0-1B,TiRex,0.6,0.2,1.0,0.033,-0.034,0.112
 Toto-2.0-1B,Toto-2.0-2.5B,0.6,0.2,1.0,0.004,-0.013,0.022
+Toto-2.0-1B,TiRex,0.6,0.2,1.0,0.033,-0.034,0.112
+Toto-2.0-1B,Toto-1.0,0.6,0.2,1.0,0.021,-0.019,0.06
 Toto-2.0-1B,Toto-2.0-22m,0.6,0.2,1.0,0.008,-0.034,0.043
-Toto-2.0-1B,citras-fm,0.6,0.2,1.0,0.041,-0.019,0.107
+Toto-2.0-1B,TS-ICL,0.6,0.2,1.0,0.037,-0.018,0.097
 Toto-2.0-1B,TabPFN-TS-3,0.6,0.2,1.0,0.022,-0.015,0.055
 Toto-2.0-1B,Chronos-Bolt,0.6,0.2,1.0,0.049,-0.035,0.125
+Toto-2.0-1B,citras-fm,0.6,0.2,1.0,0.041,-0.019,0.107
 Toto-2.0-1B,Moirai-2.0,0.6,0.2,1.0,0.058,-0.016,0.13
-Toto-2.0-1B,Toto-2.0-4m,0.8,0.4,1.0,0.032,0.008,0.056
 Toto-2.0-1B,Seasonal Naive,1.0,1.0,1.0,0.651,0.366,0.817
-Toto-1.0,TiRex-2,0.2,0.0,0.6,-0.026,-0.085,0.03
-Toto-1.0,FlowState,0.2,0.0,0.6,-0.033,-0.096,0.032
-Toto-1.0,Toto-2.0-313m,0.2,0.0,0.6,-0.033,-0.08,0.001
-Toto-1.0,Chronos-2,0.6,0.2,1.0,-0.022,-0.112,0.059
-Toto-1.0,TimesFM-2.5,0.4,0.0,0.8,-0.02,-0.075,0.031
-Toto-1.0,Toto-2.0-1B,0.4,0.0,0.8,-0.021,-0.063,0.019
-Toto-1.0,Toto-1.0,0.5,0.5,0.5,0.0,0.0,0.0
-Toto-1.0,TiRex,0.6,0.2,1.0,0.012,-0.049,0.073
-Toto-1.0,Toto-2.0-2.5B,0.2,0.0,0.6,-0.017,-0.043,0.016
-Toto-1.0,Toto-2.0-22m,0.8,0.4,1.0,-0.013,-0.082,0.026
-Toto-1.0,citras-fm,0.8,0.4,1.0,0.02,-0.044,0.069
-Toto-1.0,TabPFN-TS-3,0.6,0.2,1.0,0.001,-0.056,0.052
-Toto-1.0,Chronos-Bolt,0.8,0.4,1.0,0.029,-0.06,0.097
-Toto-1.0,Moirai-2.0,0.8,0.4,1.0,0.037,-0.04,0.099
-Toto-1.0,Toto-2.0-4m,0.6,0.2,1.0,0.012,-0.045,0.056
-Toto-1.0,Seasonal Naive,1.0,1.0,1.0,0.643,0.359,0.812
-TiRex,TiRex-2,0.4,0.0,0.8,-0.039,-0.092,0.006
-TiRex,FlowState,0.4,0.0,0.8,-0.045,-0.168,0.037
-TiRex,Toto-2.0-313m,0.4,0.0,0.8,-0.046,-0.153,0.035
-TiRex,Chronos-2,0.4,0.0,0.8,-0.034,-0.08,0.011
-TiRex,TimesFM-2.5,0.6,0.2,1.0,-0.032,-0.142,0.03
-TiRex,Toto-2.0-1B,0.4,0.0,0.8,-0.034,-0.126,0.033
-TiRex,Toto-1.0,0.4,0.0,0.8,-0.012,-0.079,0.046
-TiRex,TiRex,0.5,0.5,0.5,0.0,0.0,0.0
-TiRex,Toto-2.0-2.5B,0.4,0.0,0.8,-0.03,-0.108,0.038
-TiRex,Toto-2.0-22m,0.4,0.0,0.8,-0.025,-0.16,0.06
-TiRex,citras-fm,0.6,0.2,1.0,0.008,-0.013,0.027
-TiRex,TabPFN-TS-3,0.8,0.4,1.0,-0.011,-0.096,0.039
-TiRex,Chronos-Bolt,0.6,0.2,1.0,0.017,-0.018,0.051
-TiRex,Moirai-2.0,0.6,0.2,1.0,0.026,-0.005,0.056
-TiRex,Toto-2.0-4m,0.8,0.4,1.0,-0.0,-0.108,0.061
-TiRex,Seasonal Naive,1.0,1.0,1.0,0.639,0.379,0.8
 Toto-2.0-2.5B,TiRex-2,0.4,0.0,0.8,-0.009,-0.059,0.047
 Toto-2.0-2.5B,FlowState,0.4,0.0,0.8,-0.015,-0.073,0.052
 Toto-2.0-2.5B,Toto-2.0-313m,0.4,0.0,0.8,-0.016,-0.045,0.006
 Toto-2.0-2.5B,Chronos-2,0.4,0.0,0.8,-0.004,-0.089,0.074
 Toto-2.0-2.5B,TimesFM-2.5,0.4,0.0,0.8,-0.002,-0.057,0.049
 Toto-2.0-2.5B,Toto-2.0-1B,0.4,0.0,0.8,-0.004,-0.022,0.013
-Toto-2.0-2.5B,Toto-1.0,0.8,0.4,1.0,0.017,-0.016,0.041
-Toto-2.0-2.5B,TiRex,0.6,0.2,1.0,0.029,-0.04,0.097
 Toto-2.0-2.5B,Toto-2.0-2.5B,0.5,0.5,0.5,0.0,0.0,0.0
+Toto-2.0-2.5B,TiRex,0.6,0.2,1.0,0.029,-0.04,0.097
+Toto-2.0-2.5B,Toto-1.0,0.8,0.4,1.0,0.017,-0.016,0.041
 Toto-2.0-2.5B,Toto-2.0-22m,0.6,0.2,1.0,0.004,-0.052,0.046
-Toto-2.0-2.5B,citras-fm,0.6,0.2,1.0,0.037,-0.025,0.096
+Toto-2.0-2.5B,TS-ICL,0.6,0.2,1.0,0.033,-0.023,0.108
 Toto-2.0-2.5B,TabPFN-TS-3,0.4,0.0,0.8,0.018,-0.028,0.061
 Toto-2.0-2.5B,Chronos-Bolt,0.6,0.2,1.0,0.045,-0.041,0.124
+Toto-2.0-2.5B,citras-fm,0.6,0.2,1.0,0.037,-0.025,0.096
 Toto-2.0-2.5B,Moirai-2.0,0.6,0.2,1.0,0.054,-0.024,0.126
-Toto-2.0-2.5B,Toto-2.0-4m,0.6,0.2,1.0,0.028,-0.01,0.065
 Toto-2.0-2.5B,Seasonal Naive,1.0,1.0,1.0,0.649,0.362,0.815
+TiRex,TiRex-2,0.4,0.0,0.8,-0.039,-0.092,0.006
+TiRex,FlowState,0.4,0.0,0.8,-0.045,-0.168,0.037
+TiRex,Toto-2.0-313m,0.4,0.0,0.8,-0.046,-0.153,0.035
+TiRex,Chronos-2,0.4,0.0,0.8,-0.034,-0.08,0.011
+TiRex,TimesFM-2.5,0.6,0.2,1.0,-0.032,-0.142,0.03
+TiRex,Toto-2.0-1B,0.4,0.0,0.8,-0.034,-0.126,0.033
+TiRex,Toto-2.0-2.5B,0.4,0.0,0.8,-0.03,-0.108,0.038
+TiRex,TiRex,0.5,0.5,0.5,0.0,0.0,0.0
+TiRex,Toto-1.0,0.4,0.0,0.8,-0.012,-0.079,0.046
+TiRex,Toto-2.0-22m,0.4,0.0,0.8,-0.025,-0.16,0.06
+TiRex,TS-ICL,0.6,0.2,1.0,0.004,-0.088,0.078
+TiRex,TabPFN-TS-3,0.8,0.4,1.0,-0.011,-0.096,0.039
+TiRex,Chronos-Bolt,0.6,0.2,1.0,0.017,-0.018,0.051
+TiRex,citras-fm,0.6,0.2,1.0,0.008,-0.013,0.027
+TiRex,Moirai-2.0,0.6,0.2,1.0,0.026,-0.005,0.056
+TiRex,Seasonal Naive,1.0,1.0,1.0,0.639,0.379,0.8
+Toto-1.0,TiRex-2,0.2,0.0,0.6,-0.026,-0.085,0.03
+Toto-1.0,FlowState,0.2,0.0,0.6,-0.033,-0.096,0.032
+Toto-1.0,Toto-2.0-313m,0.2,0.0,0.6,-0.033,-0.08,0.001
+Toto-1.0,Chronos-2,0.6,0.2,1.0,-0.022,-0.112,0.059
+Toto-1.0,TimesFM-2.5,0.4,0.0,0.8,-0.02,-0.075,0.031
+Toto-1.0,Toto-2.0-1B,0.4,0.0,0.8,-0.021,-0.063,0.019
+Toto-1.0,Toto-2.0-2.5B,0.2,0.0,0.6,-0.017,-0.043,0.016
+Toto-1.0,TiRex,0.6,0.2,1.0,0.012,-0.049,0.073
+Toto-1.0,Toto-1.0,0.5,0.5,0.5,0.0,0.0,0.0
+Toto-1.0,Toto-2.0-22m,0.8,0.4,1.0,-0.013,-0.082,0.026
+Toto-1.0,TS-ICL,0.4,0.0,0.8,0.016,-0.035,0.096
+Toto-1.0,TabPFN-TS-3,0.6,0.2,1.0,0.001,-0.056,0.052
+Toto-1.0,Chronos-Bolt,0.8,0.4,1.0,0.029,-0.06,0.097
+Toto-1.0,citras-fm,0.8,0.4,1.0,0.02,-0.044,0.069
+Toto-1.0,Moirai-2.0,0.8,0.4,1.0,0.037,-0.04,0.099
+Toto-1.0,Seasonal Naive,1.0,1.0,1.0,0.643,0.359,0.812
 Toto-2.0-22m,TiRex-2,0.4,0.0,0.8,-0.013,-0.091,0.071
 Toto-2.0-22m,FlowState,0.4,0.0,0.8,-0.02,-0.066,0.03
 Toto-2.0-22m,Toto-2.0-313m,0.2,0.0,0.6,-0.02,-0.042,0.007
 Toto-2.0-22m,Chronos-2,0.4,0.0,0.8,-0.009,-0.128,0.11
 Toto-2.0-22m,TimesFM-2.5,0.6,0.2,1.0,-0.007,-0.044,0.03
 Toto-2.0-22m,Toto-2.0-1B,0.4,0.0,0.8,-0.008,-0.044,0.033
-Toto-2.0-22m,Toto-1.0,0.2,0.0,0.6,0.013,-0.027,0.076
-Toto-2.0-22m,TiRex,0.6,0.2,1.0,0.025,-0.064,0.138
 Toto-2.0-22m,Toto-2.0-2.5B,0.4,0.0,0.8,-0.004,-0.049,0.049
+Toto-2.0-22m,TiRex,0.6,0.2,1.0,0.025,-0.064,0.138
+Toto-2.0-22m,Toto-1.0,0.2,0.0,0.6,0.013,-0.027,0.076
 Toto-2.0-22m,Toto-2.0-22m,0.5,0.5,0.5,0.0,0.0,0.0
-Toto-2.0-22m,citras-fm,0.8,0.4,1.0,0.032,-0.061,0.137
+Toto-2.0-22m,TS-ICL,0.4,0.0,0.8,0.029,-0.039,0.097
 Toto-2.0-22m,TabPFN-TS-3,0.8,0.4,1.0,0.013,-0.048,0.063
 Toto-2.0-22m,Chronos-Bolt,0.6,0.2,1.0,0.041,-0.064,0.147
+Toto-2.0-22m,citras-fm,0.8,0.4,1.0,0.032,-0.061,0.137
 Toto-2.0-22m,Moirai-2.0,0.6,0.2,1.0,0.05,-0.043,0.148
-Toto-2.0-22m,Toto-2.0-4m,0.8,0.4,1.0,0.024,-0.003,0.049
 Toto-2.0-22m,Seasonal Naive,1.0,1.0,1.0,0.648,0.35,0.821
-citras-fm,TiRex-2,0.2,0.0,0.6,-0.047,-0.083,-0.016
-citras-fm,FlowState,0.4,0.0,0.8,-0.054,-0.172,0.028
-citras-fm,Toto-2.0-313m,0.2,0.0,0.6,-0.054,-0.151,0.018
-citras-fm,Chronos-2,0.2,0.0,0.6,-0.042,-0.078,-0.008
-citras-fm,TimesFM-2.5,0.6,0.2,1.0,-0.04,-0.138,0.023
-citras-fm,Toto-2.0-1B,0.4,0.0,0.8,-0.042,-0.12,0.019
-citras-fm,Toto-1.0,0.2,0.0,0.6,-0.02,-0.075,0.042
-citras-fm,TiRex,0.4,0.0,0.8,-0.008,-0.027,0.012
-citras-fm,Toto-2.0-2.5B,0.4,0.0,0.8,-0.038,-0.106,0.025
-citras-fm,Toto-2.0-22m,0.2,0.0,0.6,-0.034,-0.158,0.058
-citras-fm,citras-fm,0.5,0.5,0.5,0.0,0.0,0.0
-citras-fm,TabPFN-TS-3,0.6,0.2,1.0,-0.02,-0.09,0.024
-citras-fm,Chronos-Bolt,0.6,0.2,1.0,0.009,-0.02,0.039
-citras-fm,Moirai-2.0,0.6,0.2,1.0,0.018,-0.01,0.045
-citras-fm,Toto-2.0-4m,0.8,0.4,1.0,-0.009,-0.103,0.054
-citras-fm,Seasonal Naive,1.0,1.0,1.0,0.636,0.373,0.798
+TS-ICL,TiRex-2,0.2,0.0,0.6,-0.043,-0.086,-0.002
+TS-ICL,FlowState,0.2,0.0,0.6,-0.05,-0.139,0.044
+TS-ICL,Toto-2.0-313m,0.6,0.2,1.0,-0.05,-0.13,0.009
+TS-ICL,Chronos-2,0.4,0.0,0.8,-0.038,-0.109,0.037
+TS-ICL,TimesFM-2.5,0.2,0.0,0.6,-0.036,-0.084,0.01
+TS-ICL,Toto-2.0-1B,0.4,0.0,0.8,-0.038,-0.107,0.017
+TS-ICL,Toto-2.0-2.5B,0.4,0.0,0.8,-0.034,-0.121,0.023
+TS-ICL,TiRex,0.4,0.0,0.8,-0.004,-0.085,0.081
+TS-ICL,Toto-1.0,0.6,0.2,1.0,-0.016,-0.106,0.034
+TS-ICL,Toto-2.0-22m,0.6,0.2,1.0,-0.03,-0.108,0.038
+TS-ICL,TS-ICL,0.5,0.5,0.5,0.0,0.0,0.0
+TS-ICL,TabPFN-TS-3,0.4,0.0,0.8,-0.016,-0.077,0.042
+TS-ICL,Chronos-Bolt,0.4,0.0,0.8,0.013,-0.066,0.083
+TS-ICL,citras-fm,0.6,0.2,1.0,0.004,-0.069,0.072
+TS-ICL,Moirai-2.0,0.4,0.0,0.8,0.022,-0.052,0.087
+TS-ICL,Seasonal Naive,1.0,1.0,1.0,0.638,0.371,0.805
 TabPFN-TS-3,TiRex-2,0.4,0.0,0.8,-0.027,-0.075,0.018
 TabPFN-TS-3,FlowState,0.4,0.0,0.8,-0.034,-0.078,0.007
 TabPFN-TS-3,Toto-2.0-313m,0.2,0.0,0.6,-0.034,-0.077,0.017
 TabPFN-TS-3,Chronos-2,0.4,0.0,0.8,-0.022,-0.099,0.059
 TabPFN-TS-3,TimesFM-2.5,0.4,0.0,0.8,-0.02,-0.054,0.015
 TabPFN-TS-3,Toto-2.0-1B,0.4,0.0,0.8,-0.022,-0.058,0.014
-TabPFN-TS-3,Toto-1.0,0.4,0.0,0.8,-0.001,-0.054,0.053
-TabPFN-TS-3,TiRex,0.2,0.0,0.6,0.011,-0.041,0.087
 TabPFN-TS-3,Toto-2.0-2.5B,0.6,0.2,1.0,-0.018,-0.066,0.027
+TabPFN-TS-3,TiRex,0.2,0.0,0.6,0.011,-0.041,0.087
+TabPFN-TS-3,Toto-1.0,0.4,0.0,0.8,-0.001,-0.054,0.053
 TabPFN-TS-3,Toto-2.0-22m,0.2,0.0,0.6,-0.014,-0.067,0.046
-TabPFN-TS-3,citras-fm,0.4,0.0,0.8,0.019,-0.025,0.083
+TabPFN-TS-3,TS-ICL,0.6,0.2,1.0,0.015,-0.044,0.071
 TabPFN-TS-3,TabPFN-TS-3,0.5,0.5,0.5,0.0,0.0,0.0
 TabPFN-TS-3,Chronos-Bolt,0.4,0.0,0.8,0.028,-0.024,0.095
+TabPFN-TS-3,citras-fm,0.4,0.0,0.8,0.019,-0.025,0.083
 TabPFN-TS-3,Moirai-2.0,0.6,0.2,1.0,0.037,-0.01,0.097
-TabPFN-TS-3,Toto-2.0-4m,0.6,0.2,1.0,0.011,-0.019,0.043
 TabPFN-TS-3,Seasonal Naive,1.0,1.0,1.0,0.643,0.356,0.81
 Chronos-Bolt,TiRex-2,0.2,0.0,0.6,-0.057,-0.103,-0.012
 Chronos-Bolt,FlowState,0.4,0.0,0.8,-0.063,-0.178,0.026
@@ -197,61 +197,61 @@ Chronos-Bolt,Toto-2.0-313m,0.4,0.0,0.8,-0.064,-0.168,0.033
 Chronos-Bolt,Chronos-2,0.2,0.0,0.6,-0.052,-0.096,-0.015
 Chronos-Bolt,TimesFM-2.5,0.2,0.0,0.6,-0.05,-0.152,0.033
 Chronos-Bolt,Toto-2.0-1B,0.4,0.0,0.8,-0.052,-0.143,0.034
-Chronos-Bolt,Toto-1.0,0.2,0.0,0.6,-0.03,-0.107,0.056
-Chronos-Bolt,TiRex,0.4,0.0,0.8,-0.017,-0.054,0.018
 Chronos-Bolt,Toto-2.0-2.5B,0.4,0.0,0.8,-0.047,-0.141,0.039
+Chronos-Bolt,TiRex,0.4,0.0,0.8,-0.017,-0.054,0.018
+Chronos-Bolt,Toto-1.0,0.2,0.0,0.6,-0.03,-0.107,0.056
 Chronos-Bolt,Toto-2.0-22m,0.4,0.0,0.8,-0.043,-0.173,0.06
-Chronos-Bolt,citras-fm,0.4,0.0,0.8,-0.009,-0.041,0.02
+Chronos-Bolt,TS-ICL,0.6,0.2,1.0,-0.013,-0.09,0.062
 Chronos-Bolt,TabPFN-TS-3,0.6,0.2,1.0,-0.029,-0.105,0.024
 Chronos-Bolt,Chronos-Bolt,0.5,0.5,0.5,0.0,0.0,0.0
+Chronos-Bolt,citras-fm,0.4,0.0,0.8,-0.009,-0.041,0.02
 Chronos-Bolt,Moirai-2.0,0.7,0.5,0.9,0.009,0.0,0.021
-Chronos-Bolt,Toto-2.0-4m,0.4,0.0,0.8,-0.018,-0.116,0.057
 Chronos-Bolt,Seasonal Naive,1.0,1.0,1.0,0.633,0.366,0.794
+citras-fm,TiRex-2,0.2,0.0,0.6,-0.047,-0.083,-0.016
+citras-fm,FlowState,0.4,0.0,0.8,-0.054,-0.172,0.028
+citras-fm,Toto-2.0-313m,0.2,0.0,0.6,-0.054,-0.151,0.018
+citras-fm,Chronos-2,0.2,0.0,0.6,-0.042,-0.078,-0.008
+citras-fm,TimesFM-2.5,0.6,0.2,1.0,-0.04,-0.138,0.023
+citras-fm,Toto-2.0-1B,0.4,0.0,0.8,-0.042,-0.12,0.019
+citras-fm,Toto-2.0-2.5B,0.4,0.0,0.8,-0.038,-0.106,0.025
+citras-fm,TiRex,0.4,0.0,0.8,-0.008,-0.027,0.012
+citras-fm,Toto-1.0,0.2,0.0,0.6,-0.02,-0.075,0.042
+citras-fm,Toto-2.0-22m,0.2,0.0,0.6,-0.034,-0.158,0.058
+citras-fm,TS-ICL,0.4,0.0,0.8,-0.004,-0.078,0.064
+citras-fm,TabPFN-TS-3,0.6,0.2,1.0,-0.02,-0.09,0.024
+citras-fm,Chronos-Bolt,0.6,0.2,1.0,0.009,-0.02,0.039
+citras-fm,citras-fm,0.5,0.5,0.5,0.0,0.0,0.0
+citras-fm,Moirai-2.0,0.6,0.2,1.0,0.018,-0.01,0.045
+citras-fm,Seasonal Naive,1.0,1.0,1.0,0.636,0.373,0.798
 Moirai-2.0,TiRex-2,0.0,0.0,0.0,-0.066,-0.108,-0.025
 Moirai-2.0,FlowState,0.4,0.0,0.8,-0.073,-0.182,0.012
 Moirai-2.0,Toto-2.0-313m,0.4,0.0,0.8,-0.073,-0.174,0.022
 Moirai-2.0,Chronos-2,0.2,0.0,0.6,-0.062,-0.111,-0.021
 Moirai-2.0,TimesFM-2.5,0.2,0.0,0.6,-0.059,-0.154,0.012
 Moirai-2.0,Toto-2.0-1B,0.4,0.0,0.8,-0.061,-0.149,0.016
-Moirai-2.0,Toto-1.0,0.2,0.0,0.6,-0.039,-0.11,0.039
-Moirai-2.0,TiRex,0.4,0.0,0.8,-0.027,-0.059,0.005
 Moirai-2.0,Toto-2.0-2.5B,0.4,0.0,0.8,-0.057,-0.145,0.023
+Moirai-2.0,TiRex,0.4,0.0,0.8,-0.027,-0.059,0.005
+Moirai-2.0,Toto-1.0,0.2,0.0,0.6,-0.039,-0.11,0.039
 Moirai-2.0,Toto-2.0-22m,0.4,0.0,0.8,-0.052,-0.173,0.041
-Moirai-2.0,citras-fm,0.4,0.0,0.8,-0.018,-0.047,0.01
+Moirai-2.0,TS-ICL,0.6,0.2,1.0,-0.022,-0.095,0.05
 Moirai-2.0,TabPFN-TS-3,0.4,0.0,0.8,-0.038,-0.107,0.01
 Moirai-2.0,Chronos-Bolt,0.3,0.1,0.5,-0.009,-0.022,0.0
+Moirai-2.0,citras-fm,0.4,0.0,0.8,-0.018,-0.047,0.01
 Moirai-2.0,Moirai-2.0,0.5,0.5,0.5,0.0,0.0,0.0
-Moirai-2.0,Toto-2.0-4m,0.4,0.0,0.8,-0.027,-0.117,0.047
 Moirai-2.0,Seasonal Naive,1.0,1.0,1.0,0.629,0.357,0.794
-Toto-2.0-4m,TiRex-2,0.2,0.0,0.6,-0.038,-0.09,0.023
-Toto-2.0-4m,FlowState,0.2,0.0,0.6,-0.045,-0.086,0.009
-Toto-2.0-4m,Toto-2.0-313m,0.0,0.0,0.0,-0.045,-0.071,-0.023
-Toto-2.0-4m,Chronos-2,0.2,0.0,0.6,-0.034,-0.125,0.07
-Toto-2.0-4m,TimesFM-2.5,0.0,0.0,0.0,-0.032,-0.052,-0.015
-Toto-2.0-4m,Toto-2.0-1B,0.2,0.0,0.6,-0.033,-0.059,-0.008
-Toto-2.0-4m,Toto-1.0,0.4,0.0,0.8,-0.012,-0.06,0.043
-Toto-2.0-4m,TiRex,0.2,0.0,0.6,0.0,-0.065,0.098
-Toto-2.0-4m,Toto-2.0-2.5B,0.4,0.0,0.8,-0.029,-0.069,0.009
-Toto-2.0-4m,Toto-2.0-22m,0.2,0.0,0.6,-0.025,-0.051,0.003
-Toto-2.0-4m,citras-fm,0.2,0.0,0.6,0.008,-0.057,0.093
-Toto-2.0-4m,TabPFN-TS-3,0.4,0.0,0.8,-0.011,-0.045,0.018
-Toto-2.0-4m,Chronos-Bolt,0.6,0.2,1.0,0.017,-0.061,0.104
-Toto-2.0-4m,Moirai-2.0,0.6,0.2,1.0,0.026,-0.05,0.105
-Toto-2.0-4m,Toto-2.0-4m,0.5,0.5,0.5,0.0,0.0,0.0
-Toto-2.0-4m,Seasonal Naive,1.0,1.0,1.0,0.639,0.349,0.812
 Seasonal Naive,TiRex-2,0.0,0.0,0.0,-1.877,-4.195,-0.667
 Seasonal Naive,FlowState,0.0,0.0,0.0,-1.896,-4.661,-0.536
 Seasonal Naive,Toto-2.0-313m,0.0,0.0,0.0,-1.897,-4.595,-0.579
 Seasonal Naive,Chronos-2,0.0,0.0,0.0,-1.865,-3.998,-0.7
 Seasonal Naive,TimesFM-2.5,0.0,0.0,0.0,-1.859,-4.429,-0.596
 Seasonal Naive,Toto-2.0-1B,0.0,0.0,0.0,-1.864,-4.459,-0.576
-Seasonal Naive,Toto-1.0,0.0,0.0,0.0,-1.804,-4.31,-0.56
-Seasonal Naive,TiRex,0.0,0.0,0.0,-1.77,-3.99,-0.611
 Seasonal Naive,Toto-2.0-2.5B,0.0,0.0,0.0,-1.852,-4.394,-0.566
+Seasonal Naive,TiRex,0.0,0.0,0.0,-1.77,-3.99,-0.611
+Seasonal Naive,Toto-1.0,0.0,0.0,0.0,-1.804,-4.31,-0.56
 Seasonal Naive,Toto-2.0-22m,0.0,0.0,0.0,-1.84,-4.591,-0.538
-Seasonal Naive,citras-fm,0.0,0.0,0.0,-1.748,-3.952,-0.594
+Seasonal Naive,TS-ICL,0.0,0.0,0.0,-1.759,-4.128,-0.589
 Seasonal Naive,TabPFN-TS-3,0.0,0.0,0.0,-1.802,-4.252,-0.553
 Seasonal Naive,Chronos-Bolt,0.0,0.0,0.0,-1.723,-3.847,-0.577
+Seasonal Naive,citras-fm,0.0,0.0,0.0,-1.748,-3.952,-0.594
 Seasonal Naive,Moirai-2.0,0.0,0.0,0.0,-1.699,-3.847,-0.554
-Seasonal Naive,Toto-2.0-4m,0.0,0.0,0.0,-1.771,-4.315,-0.537
 Seasonal Naive,Seasonal Naive,0.5,0.5,0.5,0.0,0.0,0.0

tables/domain_retail/leaderboard_MASE.csv

@@ -1,30 +1,31 @@
 model_name,win_rate,skill_score,median_training_time_s_per100,median_inference_time_s_per100,training_corpus_overlap,num_failures
-Chronos-2,90.35714285714283,31.501656661779908,0.0,0.34961068443961374,0.0,0.0
-TiRex-2,78.9285714285714,26.670825436519785,0.0,0.2775198381076842,0.0,0.0
-TimesFM-2.5,76.96428571428572,23.432210875851045,0.0,0.19436559958166716,0.2,0.0
-TabPFN-TS-3,73.92857142857142,27.322868191033013,0.0,219.87602214848658,0.0,0.0
-TiRex,71.42857142857144,22.162040270601192,0.0,0.08413562701299362,0.0,0.0
-FlowState,71.07142857142857,23.41682939670412,0.0,0.433503676897203,0.1,0.0
-Toto-2.0-2.5B,70.89285714285714,23.164381828232894,0.0,6.016768976016863,0.0,0.0
-Toto-2.0-1B,69.28571428571429,22.314968062878627,0.0,2.3629687737388316,0.0,0.0
-Toto-2.0-313m,66.07142857142857,21.665602207453883,0.0,0.9185802093290546,0.0,0.0
-TabPFN-TS,61.87499999999998,26.291414549069813,0.0,59.126968410558575,0.0,5.0
-Toto-2.0-22m,60.71428571428571,20.329247975232857,0.0,0.18673719491897878,0.0,0.0
-citras-fm,59.285714285714285,19.878967411486848,0.0,0.28305416581942466,0.0,0.0
-Moirai-2.0,53.660714285714285,19.520837065786147,0.0,0.21064168391008586,0.25,0.0
-Chronos-Bolt,51.33928571428572,19.67587758208953,0.0,0.04467236387284335,0.0,0.0
-CatBoost,49.46428571428571,19.1295976521051,7.662785978178928,0.011616579748484884,0.0,0.0
-LightGBM,47.142857142857146,19.084439307791044,0.26506731755335194,0.010741697363488428,0.0,0.0
-Stat. Ensemble,45.714285714285715,13.665854293094004,0.0,41.345157871288414,0.0,0.0
-Toto-1.0,44.107142857142854,16.430178452927592,0.0,6.10989479852736,0.1,0.0
-Toto-2.0-4m,42.142857142857146,17.60920708012651,0.0,0.12505772432552248,0.0,0.0
-Sundial-Base,38.392857142857146,16.038005227805108,0.0,7.81832079433529,0.0,0.0
-TFT,34.46428571428571,13.175210398386616,27.48248403664031,0.16541783743066843,0.0,0.0
-AutoTheta,32.32142857142857,10.280766783137185,0.0,0.7348429386640081,0.0,0.0
-PatchTST,31.607142857142854,6.213953011349793,21.185337766397538,0.1847694522352561,0.0,0.0
-AutoETS,31.607142857142854,9.268311929671036,0.0,0.9657106988235296,0.0,0.0
-AutoARIMA,25.89285714285714,10.226042550887172,0.0,3.9777087639147384,0.0,0.0
-DeepAR,21.07142857142857,6.532646730847547,44.659765654105904,0.28546713782555877,0.0,0.0
-Naive,20.0,-6.914332491950659,0.0,0.0535392465017203,0.0,0.0
-Seasonal Naive,18.482142857142854,0.0,0.0,0.05308108599394874,0.0,0.0
-Drift,11.785714285714285,-11.344894425429741,0.0,0.04794415526692477,0.0,0.0
+Chronos-2,90.17241379310343,31.501656661779908,0.0,0.34961068443961374,0.0,0.0
+TiRex-2,78.9655172413793,26.670825436519785,0.0,0.2775198381076842,0.0,0.0
+TimesFM-2.5,76.89655172413794,23.432210875851045,0.0,0.19436559958166716,0.2,0.0
+TabPFN-TS-3,73.9655172413793,27.322868191033013,0.0,219.87602214848658,0.0,0.0
+TiRex,71.3793103448276,22.162040270601192,0.0,0.08413562701299362,0.0,0.0
+Toto-2.0-2.5B,70.86206896551724,23.164381828232894,0.0,6.016768976016863,0.0,0.0
+FlowState,70.68965517241381,23.41682939670412,0.0,0.433503676897203,0.1,0.0
+Toto-2.0-1B,68.96551724137932,22.314968062878627,0.0,2.3629687737388316,0.0,0.0
+Toto-2.0-313m,66.0344827586207,21.665602207453883,0.0,0.9185802093290546,0.0,0.0
+TS-ICL,63.10344827586207,25.835353399807527,0.0,1.199606338748409,0.0,0.0
+TabPFN-TS,61.81034482758619,26.291414549069813,0.0,59.126968410558575,0.0,5.0
+Toto-2.0-22m,60.51724137931035,20.329247975232857,0.0,0.18673719491897878,0.0,0.0
+citras-fm,58.9655172413793,19.878967411486848,0.0,0.28305416581942466,0.0,0.0
+Moirai-2.0,53.18965517241379,19.520837065786147,0.0,0.21064168391008586,0.25,0.0
+Chronos-Bolt,51.12068965517241,19.67587758208953,0.0,0.04467236387284335,0.0,0.0
+CatBoost,48.62068965517241,19.1295976521051,7.662785978178928,0.011616579748484884,0.0,0.0
+LightGBM,46.379310344827594,19.084439307791044,0.26506731755335194,0.010741697363488428,0.0,0.0
+Stat. Ensemble,44.82758620689655,13.665854293094004,0.0,41.345157871288414,0.0,0.0
+Toto-1.0,42.93103448275862,16.430178452927592,0.0,6.10989479852736,0.1,0.0
+Toto-2.0-4m,41.55172413793103,17.60920708012651,0.0,0.12505772432552248,0.0,0.0
+Sundial-Base,37.758620689655174,16.038005227805108,0.0,7.81832079433529,0.0,0.0
+TFT,33.79310344827586,13.175210398386616,27.48248403664031,0.16541783743066843,0.0,0.0
+AutoTheta,31.551724137931032,10.280766783137185,0.0,0.7348429386640081,0.0,0.0
+AutoETS,30.862068965517235,9.268311929671036,0.0,0.9657106988235296,0.0,0.0
+PatchTST,30.689655172413786,6.213953011349793,21.185337766397538,0.1847694522352561,0.0,0.0
+AutoARIMA,25.172413793103445,10.226042550887172,0.0,3.9777087639147384,0.0,0.0
+DeepAR,20.344827586206897,6.532646730847547,44.659765654105904,0.28546713782555877,0.0,0.0
+Naive,19.48275862068965,-6.914332491950659,0.0,0.0535392465017203,0.0,0.0
+Seasonal Naive,17.844827586206893,0.0,0.0,0.05308108599394874,0.0,0.0
+Drift,11.551724137931032,-11.344894425429741,0.0,0.04794415526692477,0.0,0.0

tables/domain_retail/leaderboard_SQL.csv

@@ -1,30 +1,31 @@
 model_name,win_rate,skill_score,median_training_time_s_per100,median_inference_time_s_per100,training_corpus_overlap,num_failures
-Chronos-2,91.9642857142857,43.96240636415071,0.0,0.34961068443961374,0.0,0.0
-TiRex-2,83.74999999999999,39.968306218668594,0.0,0.2775198381076842,0.0,0.0
-TiRex,81.78571428571428,36.82355570111464,0.0,0.08413562701299362,0.0,0.0
-TimesFM-2.5,80.71428571428572,37.10811207552987,0.0,0.19436559958166716,0.2,0.0
-FlowState,74.82142857142857,36.91651544152842,0.0,0.433503676897203,0.1,0.0
-TabPFN-TS-3,73.57142857142856,40.57408550474503,0.0,219.87602214848658,0.0,0.0
-Toto-2.0-2.5B,72.67857142857143,34.958147253380446,0.0,6.016768976016863,0.0,0.0
-Toto-2.0-1B,69.82142857142856,35.075657832582216,0.0,2.3629687737388316,0.0,0.0
-citras-fm,68.92857142857143,34.56498518351769,0.0,0.28305416581942466,0.0,0.0
-TabPFN-TS,66.69642857142856,38.92001120631144,0.0,59.126968410558575,0.0,5.0
-Toto-2.0-313m,66.42857142857143,34.68497929932541,0.0,0.9185802093290546,0.0,0.0
-Toto-2.0-22m,63.39285714285714,33.9070736885615,0.0,0.18673719491897878,0.0,0.0
-Chronos-Bolt,61.69642857142856,34.1076058240865,0.0,0.04467236387284335,0.0,0.0
-Moirai-2.0,59.55357142857143,33.39092759318447,0.0,0.21064168391008586,0.25,0.0
-Toto-1.0,52.5,30.948733152914755,0.0,6.10989479852736,0.1,0.0
-Toto-2.0-4m,52.142857142857146,32.08087705910183,0.0,0.12505772432552248,0.0,0.0
-Stat. Ensemble,41.785714285714285,25.327733981726908,0.0,41.345157871288414,0.0,0.0
-TFT,40.0,24.46284341523206,27.48248403664031,0.16541783743066843,0.0,0.0
-AutoARIMA,33.214285714285715,23.978096920266523,0.0,3.9777087639147384,0.0,0.0
-Sundial-Base,33.035714285714285,25.749307386319252,0.0,7.81832079433529,0.0,0.0
-PatchTST,30.625000000000004,17.866358236369507,21.185337766397538,0.1847694522352561,0.0,0.0
-AutoTheta,29.999999999999993,19.31393349762639,0.0,0.7348429386640081,0.0,0.0
-AutoETS,25.71428571428571,-30.072080438930016,0.0,0.9657106988235296,0.0,0.0
-CatBoost,24.821428571428566,18.810374229704784,7.662785978178928,0.011616579748484884,0.0,0.0
-DeepAR,24.374999999999996,17.74409557595822,44.659765654105904,0.28546713782555877,0.0,0.0
-LightGBM,20.89285714285714,18.765037629801505,0.26506731755335194,0.010741697363488428,0.0,0.0
-Seasonal Naive,13.214285714285715,0.0,0.0,0.05308108599394874,0.0,0.0
-Naive,9.017857142857142,-24.7653188720226,0.0,0.0535392465017203,0.0,0.0
-Drift,2.857142857142857,-28.889461387600647,0.0,0.04794415526692477,0.0,0.0
+Chronos-2,91.37931034482757,43.96240636415071,0.0,0.34961068443961374,0.0,0.0
+TiRex-2,83.44827586206897,39.968306218668594,0.0,0.2775198381076842,0.0,0.0
+TiRex,81.37931034482759,36.82355570111464,0.0,0.08413562701299362,0.0,0.0
+TimesFM-2.5,80.17241379310344,37.10811207552987,0.0,0.19436559958166716,0.2,0.0
+FlowState,74.13793103448275,36.91651544152842,0.0,0.433503676897203,0.1,0.0
+TabPFN-TS-3,73.44827586206897,40.57408550474503,0.0,219.87602214848658,0.0,0.0
+Toto-2.0-2.5B,72.24137931034484,34.958147253380446,0.0,6.016768976016863,0.0,0.0
+Toto-2.0-1B,69.48275862068965,35.075657832582216,0.0,2.3629687737388316,0.0,0.0
+TS-ICL,68.96551724137929,38.625202944942984,0.0,1.199606338748409,0.0,0.0
+citras-fm,68.62068965517241,34.56498518351769,0.0,0.28305416581942466,0.0,0.0
+TabPFN-TS,66.29310344827586,38.92001120631144,0.0,59.126968410558575,0.0,5.0
+Toto-2.0-313m,65.86206896551722,34.68497929932541,0.0,0.9185802093290546,0.0,0.0
+Toto-2.0-22m,62.58620689655173,33.9070736885615,0.0,0.18673719491897878,0.0,0.0
+Chronos-Bolt,60.77586206896552,34.1076058240865,0.0,0.04467236387284335,0.0,0.0
+Moirai-2.0,58.87931034482759,33.39092759318447,0.0,0.21064168391008586,0.25,0.0
+Toto-1.0,51.03448275862069,30.948733152914755,0.0,6.10989479852736,0.1,0.0
+Toto-2.0-4m,51.03448275862068,32.08087705910183,0.0,0.12505772432552248,0.0,0.0
+Stat. Ensemble,40.689655172413794,25.327733981726908,0.0,41.345157871288414,0.0,0.0
+TFT,38.9655172413793,24.46284341523206,27.48248403664031,0.16541783743066843,0.0,0.0
+AutoARIMA,32.241379310344826,23.978096920266523,0.0,3.9777087639147384,0.0,0.0
+Sundial-Base,32.06896551724138,25.749307386319252,0.0,7.81832079433529,0.0,0.0
+PatchTST,29.741379310344833,17.866358236369507,21.185337766397538,0.1847694522352561,0.0,0.0
+AutoTheta,29.3103448275862,19.31393349762639,0.0,0.7348429386640081,0.0,0.0
+AutoETS,25.17241379310345,-30.072080438930016,0.0,0.9657106988235296,0.0,0.0
+CatBoost,23.965517241379306,18.810374229704784,7.662785978178928,0.011616579748484884,0.0,0.0
+DeepAR,23.534482758620687,17.74409557595822,44.659765654105904,0.28546713782555877,0.0,0.0
+LightGBM,20.344827586206893,18.765037629801505,0.26506731755335194,0.010741697363488428,0.0,0.0
+Seasonal Naive,12.758620689655173,0.0,0.0,0.05308108599394874,0.0,0.0
+Naive,8.706896551724135,-24.7653188720226,0.0,0.0535392465017203,0.0,0.0
+Drift,2.7586206896551726,-28.889461387600647,0.0,0.04794415526692477,0.0,0.0

tables/domain_retail/leaderboard_WAPE.csv

@@ -1,30 +1,31 @@
 model_name,win_rate,skill_score,median_training_time_s_per100,median_inference_time_s_per100,training_corpus_overlap,num_failures
-Chronos-2,86.42857142857142,36.37961364988923,0.0,0.34961068443961374,0.0,0.0
-TabPFN-TS-3,80.0,35.03350454694202,0.0,219.87602214848658,0.0,0.0
-TiRex-2,78.57142857142858,31.740748400621065,0.0,0.2775198381076842,0.0,0.0
-Toto-2.0-2.5B,77.50000000000001,28.10958849169818,0.0,6.016768976016863,0.0,0.0
-TabPFN-TS,76.51785714285715,35.43689733973191,0.0,59.126968410558575,0.0,5.0
-Toto-2.0-1B,76.42857142857143,27.941312204131997,0.0,2.3629687737388316,0.0,0.0
-TiRex,74.46428571428571,26.676882475661646,0.0,0.08413562701299362,0.0,0.0
-TimesFM-2.5,74.28571428571429,26.631433929913772,0.0,0.19436559958166716,0.2,0.0
-Toto-2.0-313m,71.60714285714286,27.31582024068637,0.0,0.9185802093290546,0.0,0.0
-FlowState,67.32142857142858,26.949602028666487,0.0,0.433503676897203,0.1,0.0
-Toto-2.0-22m,60.535714285714285,25.293100446884985,0.0,0.18673719491897878,0.0,0.0
-citras-fm,58.214285714285715,24.252442323864077,0.0,0.28305416581942466,0.0,0.0
-Moirai-2.0,51.51785714285714,21.679296308228114,0.0,0.21064168391008586,0.25,0.0
-CatBoost,51.07142857142858,22.444864726974835,7.662785978178928,0.011616579748484884,0.0,0.0
-LightGBM,51.07142857142857,22.449939976619714,0.26506731755335194,0.010741697363488428,0.0,0.0
-Chronos-Bolt,49.19642857142858,21.34999505620995,0.0,0.04467236387284335,0.0,0.0
-Toto-1.0,44.82142857142857,19.76025668063852,0.0,6.10989479852736,0.1,0.0
-Toto-2.0-4m,41.60714285714286,21.20431215616717,0.0,0.12505772432552248,0.0,0.0
-Sundial-Base,41.42857142857143,19.631922812750414,0.0,7.81832079433529,0.0,0.0
-Stat. Ensemble,39.642857142857146,15.823911544994452,0.0,41.345157871288414,0.0,0.0
-TFT,34.28571428571429,16.59662312309126,27.48248403664031,0.16541783743066843,0.0,0.0
-AutoARIMA,28.57142857142857,13.942686864644848,0.0,3.9777087639147384,0.0,0.0
-AutoETS,26.607142857142858,9.663627642868011,0.0,0.9657106988235296,0.0,0.0
-AutoTheta,26.25,11.985677005338214,0.0,0.7348429386640081,0.0,0.0
-PatchTST,25.71428571428571,6.800703153372501,21.185337766397538,0.1847694522352561,0.0,0.0
-DeepAR,18.57142857142857,8.923499543559977,44.659765654105904,0.28546713782555877,0.0,0.0
-Naive,16.42857142857143,-5.797212837788179,0.0,0.0535392465017203,0.0,0.0
-Seasonal Naive,13.839285714285712,0.0,0.0,0.05308108599394874,0.0,0.0
-Drift,7.5,-11.068953116330738,0.0,0.04794415526692477,0.0,0.0
+Chronos-2,86.20689655172413,36.37961364988923,0.0,0.34961068443961374,0.0,0.0
+TabPFN-TS-3,80.17241379310346,35.03350454694202,0.0,219.87602214848658,0.0,0.0
+TiRex-2,78.79310344827587,31.740748400621065,0.0,0.2775198381076842,0.0,0.0
+Toto-2.0-2.5B,77.58620689655173,28.10958849169818,0.0,6.016768976016863,0.0,0.0
+TabPFN-TS,76.4655172413793,35.43689733973191,0.0,59.126968410558575,0.0,5.0
+Toto-2.0-1B,76.37931034482759,27.941312204131997,0.0,2.3629687737388316,0.0,0.0
+TiRex,74.48275862068967,26.676882475661646,0.0,0.08413562701299362,0.0,0.0
+TimesFM-2.5,73.96551724137932,26.631433929913772,0.0,0.19436559958166716,0.2,0.0
+Toto-2.0-313m,71.72413793103448,27.31582024068637,0.0,0.9185802093290546,0.0,0.0
+FlowState,67.24137931034484,26.949602028666487,0.0,0.433503676897203,0.1,0.0
+Toto-2.0-22m,60.68965517241377,25.293100446884985,0.0,0.18673719491897878,0.0,0.0
+TS-ICL,59.31034482758619,28.641838115165918,0.0,1.199606338748409,0.0,0.0
+citras-fm,57.931034482758626,24.252442323864077,0.0,0.28305416581942466,0.0,0.0
+Moirai-2.0,50.94827586206896,21.679296308228114,0.0,0.21064168391008586,0.25,0.0
+LightGBM,50.51724137931035,22.449939976619714,0.26506731755335194,0.010741697363488428,0.0,0.0
+CatBoost,50.3448275862069,22.444864726974835,7.662785978178928,0.011616579748484884,0.0,0.0
+Chronos-Bolt,49.22413793103448,21.34999505620995,0.0,0.04467236387284335,0.0,0.0
+Toto-1.0,43.96551724137931,19.76025668063852,0.0,6.10989479852736,0.1,0.0
+Toto-2.0-4m,41.03448275862069,21.20431215616717,0.0,0.12505772432552248,0.0,0.0
+Sundial-Base,40.862068965517246,19.631922812750414,0.0,7.81832079433529,0.0,0.0
+Stat. Ensemble,38.9655172413793,15.823911544994452,0.0,41.345157871288414,0.0,0.0
+TFT,33.62068965517242,16.59662312309126,27.48248403664031,0.16541783743066843,0.0,0.0
+AutoARIMA,27.758620689655167,13.942686864644848,0.0,3.9777087639147384,0.0,0.0
+AutoETS,26.034482758620687,9.663627642868011,0.0,0.9657106988235296,0.0,0.0
+AutoTheta,25.51724137931034,11.985677005338214,0.0,0.7348429386640081,0.0,0.0
+PatchTST,25.344827586206897,6.800703153372501,21.185337766397538,0.1847694522352561,0.0,0.0
+DeepAR,18.103448275862068,8.923499543559977,44.659765654105904,0.28546713782555877,0.0,0.0
+Naive,16.034482758620687,-5.797212837788179,0.0,0.0535392465017203,0.0,0.0
+Seasonal Naive,13.36206896551724,0.0,0.0,0.05308108599394874,0.0,0.0
+Drift,7.413793103448276,-11.068953116330738,0.0,0.04794415526692477,0.0,0.0

tables/domain_retail/leaderboard_WQL.csv

@@ -1,30 +1,31 @@
 model_name,win_rate,skill_score,median_training_time_s_per100,median_inference_time_s_per100,training_corpus_overlap,num_failures
-Chronos-2,89.64285714285714,48.70640034385884,0.0,0.34961068443961374,0.0,0.0
-TabPFN-TS-3,83.21428571428572,48.23296275172553,0.0,219.87602214848658,0.0,0.0
-TiRex-2,81.25000000000001,45.40544912522533,0.0,0.2775198381076842,0.0,0.0
-TiRex,78.39285714285714,41.29715565976512,0.0,0.08413562701299362,0.0,0.0
-TimesFM-2.5,77.5,41.64654327392226,0.0,0.19436559958166716,0.2,0.0
-TabPFN-TS,76.87499999999999,47.751193623423625,0.0,59.126968410558575,0.0,5.0
-Toto-2.0-2.5B,75.71428571428572,41.54428741602817,0.0,6.016768976016863,0.0,0.0
-Toto-2.0-1B,74.46428571428571,41.56173820974464,0.0,2.3629687737388316,0.0,0.0
-Toto-2.0-313m,72.14285714285714,41.259624645979585,0.0,0.9185802093290546,0.0,0.0
-FlowState,71.60714285714286,41.470209968122006,0.0,0.433503676897203,0.1,0.0
-citras-fm,66.25000000000001,39.71569372223447,0.0,0.28305416581942466,0.0,0.0
-Toto-2.0-22m,64.64285714285714,39.557111139066,0.0,0.18673719491897878,0.0,0.0
-Moirai-2.0,59.55357142857143,37.46657312331687,0.0,0.21064168391008586,0.25,0.0
-Chronos-Bolt,57.94642857142856,37.464866729843635,0.0,0.04467236387284335,0.0,0.0
-Toto-1.0,52.85714285714286,35.67867635279438,0.0,6.10989479852736,0.1,0.0
-Toto-2.0-4m,49.46428571428571,36.736141457888785,0.0,0.12505772432552248,0.0,0.0
-Stat. Ensemble,38.21428571428571,28.152681721748152,0.0,41.345157871288414,0.0,0.0
-Sundial-Base,36.78571428571429,30.89417851183718,0.0,7.81832079433529,0.0,0.0
-TFT,36.785714285714285,28.227242900863803,27.48248403664031,0.16541783743066843,0.0,0.0
-AutoARIMA,32.14285714285715,28.454473066200702,0.0,3.9777087639147384,0.0,0.0
-CatBoost,28.392857142857135,23.488538196591747,7.662785978178928,0.011616579748484884,0.0,0.0
-AutoTheta,26.96428571428571,21.431184822537432,0.0,0.7348429386640081,0.0,0.0
-LightGBM,26.428571428571423,23.49354513163928,0.26506731755335194,0.010741697363488428,0.0,0.0
-PatchTST,25.982142857142854,19.745157899183717,21.185337766397538,0.1847694522352561,0.0,0.0
-AutoETS,23.21428571428572,-32.00072845680435,0.0,0.9657106988235296,0.0,0.0
-DeepAR,21.517857142857146,21.22969362810797,44.659765654105904,0.28546713782555877,0.0,0.0
-Seasonal Naive,11.785714285714285,0.0,0.0,0.05308108599394874,0.0,0.0
-Naive,7.767857142857144,-25.33036065111638,0.0,0.0535392465017203,0.0,0.0
-Drift,2.5,-29.953276450679468,0.0,0.04794415526692477,0.0,0.0
+Chronos-2,89.31034482758619,48.70640034385884,0.0,0.34961068443961374,0.0,0.0
+TabPFN-TS-3,83.62068965517243,48.23296275172553,0.0,219.87602214848658,0.0,0.0
+TiRex-2,81.20689655172416,45.40544912522533,0.0,0.2775198381076842,0.0,0.0
+TiRex,78.44827586206897,41.29715565976512,0.0,0.08413562701299362,0.0,0.0
+TimesFM-2.5,77.06896551724138,41.64654327392226,0.0,0.19436559958166716,0.2,0.0
+TabPFN-TS,76.98275862068964,47.751193623423625,0.0,59.126968410558575,0.0,5.0
+Toto-2.0-2.5B,75.51724137931035,41.54428741602817,0.0,6.016768976016863,0.0,0.0
+Toto-2.0-1B,74.48275862068965,41.56173820974464,0.0,2.3629687737388316,0.0,0.0
+Toto-2.0-313m,72.0689655172414,41.259624645979585,0.0,0.9185802093290546,0.0,0.0
+FlowState,71.20689655172414,41.470209968122006,0.0,0.433503676897203,0.1,0.0
+citras-fm,66.03448275862071,39.71569372223447,0.0,0.28305416581942466,0.0,0.0
+Toto-2.0-22m,64.6551724137931,39.557111139066,0.0,0.18673719491897878,0.0,0.0
+TS-ICL,62.41379310344828,42.32667988131473,0.0,1.199606338748409,0.0,0.0
+Moirai-2.0,58.879310344827594,37.46657312331687,0.0,0.21064168391008586,0.25,0.0
+Chronos-Bolt,57.49999999999999,37.464866729843635,0.0,0.04467236387284335,0.0,0.0
+Toto-1.0,51.724137931034484,35.67867635279438,0.0,6.10989479852736,0.1,0.0
+Toto-2.0-4m,48.62068965517242,36.736141457888785,0.0,0.12505772432552248,0.0,0.0
+Stat. Ensemble,37.41379310344827,28.152681721748152,0.0,41.345157871288414,0.0,0.0
+Sundial-Base,35.86206896551724,30.89417851183718,0.0,7.81832079433529,0.0,0.0
+TFT,35.86206896551724,28.227242900863803,27.48248403664031,0.16541783743066843,0.0,0.0
+AutoARIMA,31.379310344827584,28.454473066200702,0.0,3.9777087639147384,0.0,0.0
+CatBoost,27.413793103448274,23.488538196591747,7.662785978178928,0.011616579748484884,0.0,0.0
+AutoTheta,26.379310344827584,21.431184822537432,0.0,0.7348429386640081,0.0,0.0
+LightGBM,25.68965517241379,23.49354513163928,0.26506731755335194,0.010741697363488428,0.0,0.0
+PatchTST,25.258620689655164,19.745157899183717,21.185337766397538,0.1847694522352561,0.0,0.0
+AutoETS,22.931034482758623,-32.00072845680435,0.0,0.9657106988235296,0.0,0.0
+DeepAR,20.775862068965516,21.22969362810797,44.659765654105904,0.28546713782555877,0.0,0.0
+Seasonal Naive,11.379310344827585,0.0,0.0,0.05308108599394874,0.0,0.0
+Naive,7.500000000000001,-25.33036065111638,0.0,0.0535392465017203,0.0,0.0
+Drift,2.4137931034482762,-29.953276450679468,0.0,0.04794415526692477,0.0,0.0