Uncovering Understanding-Generation Synergy in Native Unified Multimodal Models: From Representation, Task to System Paper • 2609.01607 • Published 7 days ago • 23
V-Rubrics: Visual Faithfulness via Rubric-Based Reinforcement Learning Paper • 2608.25580 • Published 13 days ago • 16
AURORA-LM: Autoencoding Unified Representation for Continuous-Latent Diffusion Language Modeling Paper • 2608.02602 • Published Aug 3 • 82
ACE-Data-0: Human-Centric Ambient Capture as Embodied Data Engine Paper • 2607.28625 • Published Jul 30 • 46
Apple-π: Benchmarking Thinking with Video Towards Law-Grounded Physical Intelligence Paper • 2607.16401 • Published Jul 17 • 44
S-Agent: Spatial Tool-Use Elicits Reasoning for Spatial Intelligence Paper • 2606.20515 • Published Jun 18 • 42
Show the Signal, Hide the Noise: Spectral Forcing for Pixel-Space Diffusion Paper • 2606.15236 • Published Jun 16 • 22
minWM: A Full-Stack Open-Source Framework for Real-Time Interactive Video World Models Paper • 2605.30263 • Published May 28 • 61
SpatialBench: Is Your Spatial Foundation Model an All-Round Player? Paper • 2605.27367 • Published May 26 • 74
Causal Forcing++: Scalable Few-Step Autoregressive Diffusion Distillation for Real-Time Interactive Video Generation Paper • 2605.15141 • Published May 14 • 96
SenseNova-U1: Unifying Multimodal Understanding and Generation with NEO-unify Architecture Paper • 2605.12500 • Published May 12 • 199
Relit-LiVE: Relight Video by Jointly Learning Environment Video Paper • 2605.06658 • Published May 7 • 17
UniVidX: A Unified Multimodal Framework for Versatile Video Generation via Diffusion Priors Paper • 2605.00658 • Published May 1 • 87
SenseNova-U1 Collection SenseNova-U1: Unifying Multimodal Understanding and Generation with NEO-Unify Architecture • 12 items • Updated 25 days ago • 76
Prompt Relay: Inference-Time Temporal Control for Multi-Event Video Generation Paper • 2604.10030 • Published Apr 11 • 15
Video-MME-v2: Towards the Next Stage in Benchmarks for Comprehensive Video Understanding Paper • 2604.05015 • Published Apr 6 • 236
MonoArt: Progressive Structural Reasoning for Monocular Articulated 3D Reconstruction Paper • 2603.19231 • Published Mar 19 • 37
Bridging Semantic and Kinematic Conditions with Diffusion-based Discrete Motion Tokenizer Paper • 2603.19227 • Published Mar 19 • 42
Kinema4D: Kinematic 4D World Modeling for Spatiotemporal Embodied Simulation Paper • 2603.16669 • Published Mar 17 • 70