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Collections including paper arxiv:2505.02835

CPGD: Toward Stable Rule-based Reinforcement Learning for Language Models

Paper • 2505.12504 • Published May 18, 2025 • 24
Web-Shepherd: Advancing PRMs for Reinforcing Web Agents

Paper • 2505.15277 • Published May 21, 2025 • 104
T2I-R1: Reinforcing Image Generation with Collaborative Semantic-level and Token-level CoT

Paper • 2505.00703 • Published May 1, 2025 • 44
OpenThinkIMG: Learning to Think with Images via Visual Tool Reinforcement Learning

Paper • 2505.08617 • Published May 13, 2025 • 41

Cosmos-Reason1: From Physical Common Sense To Embodied Reasoning

Paper • 2503.15558 • Published Mar 18, 2025 • 50
Humanoid Policy ~ Human Policy

Paper • 2503.13441 • Published Mar 17, 2025
RoboFactory: Exploring Embodied Agent Collaboration with Compositional Constraints

Paper • 2503.16408 • Published Mar 20, 2025 • 42
Dita: Scaling Diffusion Transformer for Generalist Vision-Language-Action Policy

Paper • 2503.19757 • Published Mar 25, 2025 • 51

MLLM-as-a-Judge for Image Safety without Human Labeling

Paper • 2501.00192 • Published Dec 31, 2024 • 31
2.5 Years in Class: A Multimodal Textbook for Vision-Language Pretraining

Paper • 2501.00958 • Published Jan 1, 2025 • 109
Xmodel-2 Technical Report

Paper • 2412.19638 • Published Dec 27, 2024 • 27
HuatuoGPT-o1, Towards Medical Complex Reasoning with LLMs

Paper • 2412.18925 • Published Dec 25, 2024 • 106

EVA-CLIP-18B: Scaling CLIP to 18 Billion Parameters

Paper • 2402.04252 • Published Feb 6, 2024 • 29
Vision Superalignment: Weak-to-Strong Generalization for Vision Foundation Models

Paper • 2402.03749 • Published Feb 6, 2024 • 14
ScreenAI: A Vision-Language Model for UI and Infographics Understanding

Paper • 2402.04615 • Published Feb 7, 2024 • 44
EfficientViT-SAM: Accelerated Segment Anything Model Without Performance Loss

Paper • 2402.05008 • Published Feb 7, 2024 • 23

Training Multimodal Reward Model Through Stable Reinforcement Learning

yifanzhang114/R1-Reward-RL

Viewer • Updated Jun 9, 2025 • 17.3k • 115 • 6
yifanzhang114/R1-Reward

8B • Updated May 9, 2025 • 10 • 6
R1-Reward: Training Multimodal Reward Model Through Stable Reinforcement Learning

Paper • 2505.02835 • Published May 5, 2025 • 28

RL+reason model

RL + Transformer = A General-Purpose Problem Solver

Paper • 2501.14176 • Published Jan 24, 2025 • 28
Towards General-Purpose Model-Free Reinforcement Learning

Paper • 2501.16142 • Published Jan 27, 2025 • 30
SFT Memorizes, RL Generalizes: A Comparative Study of Foundation Model Post-training

Paper • 2501.17161 • Published Jan 28, 2025 • 123
MaxInfoRL: Boosting exploration in reinforcement learning through information gain maximization

Paper • 2412.12098 • Published Dec 16, 2024 • 4

Multimodal Alignment

MIA-DPO: Multi-Image Augmented Direct Preference Optimization For Large Vision-Language Models

Paper • 2410.17637 • Published Oct 23, 2024 • 35
Enhancing the Reasoning Ability of Multimodal Large Language Models via Mixed Preference Optimization

Paper • 2411.10442 • Published Nov 15, 2024 • 87
Critic-V: VLM Critics Help Catch VLM Errors in Multimodal Reasoning

Paper • 2411.18203 • Published Nov 27, 2024 • 40
Insight-V: Exploring Long-Chain Visual Reasoning with Multimodal Large Language Models

Paper • 2411.14432 • Published Nov 21, 2024 • 25

CPGD: Toward Stable Rule-based Reinforcement Learning for Language Models

Paper • 2505.12504 • Published May 18, 2025 • 24
Web-Shepherd: Advancing PRMs for Reinforcing Web Agents

Paper • 2505.15277 • Published May 21, 2025 • 104
T2I-R1: Reinforcing Image Generation with Collaborative Semantic-level and Token-level CoT

Paper • 2505.00703 • Published May 1, 2025 • 44
OpenThinkIMG: Learning to Think with Images via Visual Tool Reinforcement Learning

Paper • 2505.08617 • Published May 13, 2025 • 41

Training Multimodal Reward Model Through Stable Reinforcement Learning

yifanzhang114/R1-Reward-RL

Viewer • Updated Jun 9, 2025 • 17.3k • 115 • 6
yifanzhang114/R1-Reward

8B • Updated May 9, 2025 • 10 • 6
R1-Reward: Training Multimodal Reward Model Through Stable Reinforcement Learning

Paper • 2505.02835 • Published May 5, 2025 • 28

Cosmos-Reason1: From Physical Common Sense To Embodied Reasoning

Paper • 2503.15558 • Published Mar 18, 2025 • 50
Humanoid Policy ~ Human Policy

Paper • 2503.13441 • Published Mar 17, 2025
RoboFactory: Exploring Embodied Agent Collaboration with Compositional Constraints

Paper • 2503.16408 • Published Mar 20, 2025 • 42
Dita: Scaling Diffusion Transformer for Generalist Vision-Language-Action Policy

Paper • 2503.19757 • Published Mar 25, 2025 • 51

RL+reason model

RL + Transformer = A General-Purpose Problem Solver

Paper • 2501.14176 • Published Jan 24, 2025 • 28
Towards General-Purpose Model-Free Reinforcement Learning

Paper • 2501.16142 • Published Jan 27, 2025 • 30
SFT Memorizes, RL Generalizes: A Comparative Study of Foundation Model Post-training

Paper • 2501.17161 • Published Jan 28, 2025 • 123
MaxInfoRL: Boosting exploration in reinforcement learning through information gain maximization

Paper • 2412.12098 • Published Dec 16, 2024 • 4

MLLM-as-a-Judge for Image Safety without Human Labeling

Paper • 2501.00192 • Published Dec 31, 2024 • 31
2.5 Years in Class: A Multimodal Textbook for Vision-Language Pretraining

Paper • 2501.00958 • Published Jan 1, 2025 • 109
Xmodel-2 Technical Report

Paper • 2412.19638 • Published Dec 27, 2024 • 27
HuatuoGPT-o1, Towards Medical Complex Reasoning with LLMs

Paper • 2412.18925 • Published Dec 25, 2024 • 106

Multimodal Alignment

MIA-DPO: Multi-Image Augmented Direct Preference Optimization For Large Vision-Language Models

Paper • 2410.17637 • Published Oct 23, 2024 • 35
Enhancing the Reasoning Ability of Multimodal Large Language Models via Mixed Preference Optimization

Paper • 2411.10442 • Published Nov 15, 2024 • 87
Critic-V: VLM Critics Help Catch VLM Errors in Multimodal Reasoning

Paper • 2411.18203 • Published Nov 27, 2024 • 40
Insight-V: Exploring Long-Chain Visual Reasoning with Multimodal Large Language Models

Paper • 2411.14432 • Published Nov 21, 2024 • 25

EVA-CLIP-18B: Scaling CLIP to 18 Billion Parameters

Paper • 2402.04252 • Published Feb 6, 2024 • 29
Vision Superalignment: Weak-to-Strong Generalization for Vision Foundation Models

Paper • 2402.03749 • Published Feb 6, 2024 • 14
ScreenAI: A Vision-Language Model for UI and Infographics Understanding

Paper • 2402.04615 • Published Feb 7, 2024 • 44
EfficientViT-SAM: Accelerated Segment Anything Model Without Performance Loss

Paper • 2402.05008 • Published Feb 7, 2024 • 23

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