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Collections including paper arxiv:2603.23500

GigaBrain-0.5M*: a VLA That Learns From World Model-Based Reinforcement Learning

Paper • 2602.12099 • Published Feb 12 • 62
When to Memorize and When to Stop: Gated Recurrent Memory for Long-Context Reasoning

Paper • 2602.10560 • Published Feb 11 • 31
G-LNS: Generative Large Neighborhood Search for LLM-Based Automatic Heuristic Design

Paper • 2602.08253 • Published Feb 9 • 27
ROCKET: Rapid Optimization via Calibration-guided Knapsack Enhanced Truncation for Efficient Model Compression

Paper • 2602.11008 • Published Feb 11 • 18

OmniEval: An Omnidirectional and Automatic RAG Evaluation Benchmark in Financial Domain

Paper • 2412.13018 • Published Dec 17, 2024 • 41
Retrieval-augmented Large Language Models for Financial Time Series Forecasting

Paper • 2502.05878 • Published Feb 9, 2025 • 40
ReasonFlux: Hierarchical LLM Reasoning via Scaling Thought Templates

Paper • 2502.06772 • Published Feb 10, 2025 • 22
ELTEX: A Framework for Domain-Driven Synthetic Data Generation

Paper • 2503.15055 • Published Mar 19, 2025 • 7

GenTron: Delving Deep into Diffusion Transformers for Image and Video Generation

Paper • 2312.04557 • Published Dec 7, 2023 • 13
Smooth Diffusion: Crafting Smooth Latent Spaces in Diffusion Models

Paper • 2312.04410 • Published Dec 7, 2023 • 15
PhotoMaker: Customizing Realistic Human Photos via Stacked ID Embedding

Paper • 2312.04461 • Published Dec 7, 2023 • 62
Open-Vocabulary SAM: Segment and Recognize Twenty-thousand Classes Interactively

Paper • 2401.02955 • Published Jan 5, 2024 • 23

MiCo: Multi-image Contrast for Reinforcement Visual Reasoning

Paper • 2506.22434 • Published Jun 27, 2025 • 10
VisionThink: Smart and Efficient Vision Language Model via Reinforcement Learning

Paper • 2507.13348 • Published Jul 17, 2025 • 80
RewardDance: Reward Scaling in Visual Generation

Paper • 2509.08826 • Published Sep 10, 2025 • 73
Grasp Any Region: Towards Precise, Contextual Pixel Understanding for Multimodal LLMs

Paper • 2510.18876 • Published Oct 21, 2025 • 37

Reinforcement learning

Diffusion Augmented Agents: A Framework for Efficient Exploration and Transfer Learning

Paper • 2407.20798 • Published Jul 30, 2024 • 24
Offline Reinforcement Learning for LLM Multi-Step Reasoning

Paper • 2412.16145 • Published Dec 20, 2024 • 38
REINFORCE++: A Simple and Efficient Approach for Aligning Large Language Models

Paper • 2501.03262 • Published Jan 4, 2025 • 103
SWE-RL: Advancing LLM Reasoning via Reinforcement Learning on Open Software Evolution

Paper • 2502.18449 • Published Feb 25, 2025 • 75

Contrastive Decoding Improves Reasoning in Large Language Models

Paper • 2309.09117 • Published Sep 17, 2023 • 40
Prometheus: Inducing Fine-grained Evaluation Capability in Language Models

Paper • 2310.08491 • Published Oct 12, 2023 • 57
Language Models are Hidden Reasoners: Unlocking Latent Reasoning Capabilities via Self-Rewarding

Paper • 2411.04282 • Published Nov 6, 2024 • 37
Insight-V: Exploring Long-Chain Visual Reasoning with Multimodal Large Language Models

Paper • 2411.14432 • Published Nov 21, 2024 • 26

GigaBrain-0.5M*: a VLA That Learns From World Model-Based Reinforcement Learning

Paper • 2602.12099 • Published Feb 12 • 62
When to Memorize and When to Stop: Gated Recurrent Memory for Long-Context Reasoning

Paper • 2602.10560 • Published Feb 11 • 31
G-LNS: Generative Large Neighborhood Search for LLM-Based Automatic Heuristic Design

Paper • 2602.08253 • Published Feb 9 • 27
ROCKET: Rapid Optimization via Calibration-guided Knapsack Enhanced Truncation for Efficient Model Compression

Paper • 2602.11008 • Published Feb 11 • 18

MiCo: Multi-image Contrast for Reinforcement Visual Reasoning

Paper • 2506.22434 • Published Jun 27, 2025 • 10
VisionThink: Smart and Efficient Vision Language Model via Reinforcement Learning

Paper • 2507.13348 • Published Jul 17, 2025 • 80
RewardDance: Reward Scaling in Visual Generation

Paper • 2509.08826 • Published Sep 10, 2025 • 73
Grasp Any Region: Towards Precise, Contextual Pixel Understanding for Multimodal LLMs

Paper • 2510.18876 • Published Oct 21, 2025 • 37

OmniEval: An Omnidirectional and Automatic RAG Evaluation Benchmark in Financial Domain

Paper • 2412.13018 • Published Dec 17, 2024 • 41
Retrieval-augmented Large Language Models for Financial Time Series Forecasting

Paper • 2502.05878 • Published Feb 9, 2025 • 40
ReasonFlux: Hierarchical LLM Reasoning via Scaling Thought Templates

Paper • 2502.06772 • Published Feb 10, 2025 • 22
ELTEX: A Framework for Domain-Driven Synthetic Data Generation

Paper • 2503.15055 • Published Mar 19, 2025 • 7

Reinforcement learning

Diffusion Augmented Agents: A Framework for Efficient Exploration and Transfer Learning

Paper • 2407.20798 • Published Jul 30, 2024 • 24
Offline Reinforcement Learning for LLM Multi-Step Reasoning

Paper • 2412.16145 • Published Dec 20, 2024 • 38
REINFORCE++: A Simple and Efficient Approach for Aligning Large Language Models

Paper • 2501.03262 • Published Jan 4, 2025 • 103
SWE-RL: Advancing LLM Reasoning via Reinforcement Learning on Open Software Evolution

Paper • 2502.18449 • Published Feb 25, 2025 • 75

GenTron: Delving Deep into Diffusion Transformers for Image and Video Generation

Paper • 2312.04557 • Published Dec 7, 2023 • 13
Smooth Diffusion: Crafting Smooth Latent Spaces in Diffusion Models

Paper • 2312.04410 • Published Dec 7, 2023 • 15
PhotoMaker: Customizing Realistic Human Photos via Stacked ID Embedding

Paper • 2312.04461 • Published Dec 7, 2023 • 62
Open-Vocabulary SAM: Segment and Recognize Twenty-thousand Classes Interactively

Paper • 2401.02955 • Published Jan 5, 2024 • 23

Contrastive Decoding Improves Reasoning in Large Language Models

Paper • 2309.09117 • Published Sep 17, 2023 • 40
Prometheus: Inducing Fine-grained Evaluation Capability in Language Models

Paper • 2310.08491 • Published Oct 12, 2023 • 57
Language Models are Hidden Reasoners: Unlocking Latent Reasoning Capabilities via Self-Rewarding

Paper • 2411.04282 • Published Nov 6, 2024 • 37
Insight-V: Exploring Long-Chain Visual Reasoning with Multimodal Large Language Models

Paper • 2411.14432 • Published Nov 21, 2024 • 26

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