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Collections including paper arxiv:2505.22651

ThinkAct: Vision-Language-Action Reasoning via Reinforced Visual Latent Planning

Paper • 2507.16815 • Published Jul 22, 2025 • 42
Semi-off-Policy Reinforcement Learning for Vision-Language Slow-thinking Reasoning

Paper • 2507.16814 • Published Jul 22, 2025 • 21
Vision-R1: Evolving Human-Free Alignment in Large Vision-Language Models via Vision-Guided Reinforcement Learning

Paper • 2503.18013 • Published Mar 23, 2025 • 20
VL-Rethinker: Incentivizing Self-Reflection of Vision-Language Models with Reinforcement Learning

Paper • 2504.08837 • Published Apr 10, 2025 • 44

Series model of paper "Sherlock: Self-Correcting Reasoning in Vision-Language Models"

Tuwhy/Llama-3.2V-11B-Sherlock-SFT

Image-Text-to-Text • 11B • Updated May 29, 2025 • 5
Tuwhy/Llama-3.2V-11B-Sherlock-Offline

Image-Text-to-Text • 11B • Updated May 29, 2025 • 4
Tuwhy/Llama-3.2V-11B-Sherlock-iter1

Image-Text-to-Text • 11B • Updated May 29, 2025 • 4
Tuwhy/Llama-3.2V-11B-Sherlock-iter2

Image-Text-to-Text • 11B • Updated May 29, 2025 • 11 • 2

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

Paper • 2501.00192 • Published Dec 31, 2024 • 32
2.5 Years in Class: A Multimodal Textbook for Vision-Language Pretraining

Paper • 2501.00958 • Published Jan 1, 2025 • 110
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 • 107

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

Paper • 2402.04252 • Published Feb 6, 2024 • 30
Vision Superalignment: Weak-to-Strong Generalization for Vision Foundation Models

Paper • 2402.03749 • Published Feb 6, 2024 • 15
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

Grounded Reinforcement Learning for Visual Reasoning

Paper • 2505.23678 • Published May 29, 2025 • 2
Sherlock: Self-Correcting Reasoning in Vision-Language Models

Paper • 2505.22651 • Published May 28, 2025 • 48
V-JEPA 2: Self-Supervised Video Models Enable Understanding, Prediction and Planning

Paper • 2506.09985 • Published Jun 11, 2025 • 31

Multimodal Reasoning

InfiR : Crafting Effective Small Language Models and Multimodal Small Language Models in Reasoning

Paper • 2502.11573 • Published Feb 17, 2025 • 9
Boosting Multimodal Reasoning with MCTS-Automated Structured Thinking

Paper • 2502.02339 • Published Feb 4, 2025 • 23
video-SALMONN-o1: Reasoning-enhanced Audio-visual Large Language Model

Paper • 2502.11775 • Published Feb 17, 2025 • 9
Mulberry: Empowering MLLM with o1-like Reasoning and Reflection via Collective Monte Carlo Tree Search

Paper • 2412.18319 • Published Dec 24, 2024 • 39

checkitoutlater

MotionShop: Zero-Shot Motion Transfer in Video Diffusion Models with Mixture of Score Guidance

Paper • 2412.05355 • Published Dec 6, 2024 • 8
SwiftEdit: Lightning Fast Text-Guided Image Editing via One-Step Diffusion

Paper • 2412.04301 • Published Dec 5, 2024 • 40
PanoDreamer: 3D Panorama Synthesis from a Single Image

Paper • 2412.04827 • Published Dec 6, 2024 • 10
Around the World in 80 Timesteps: A Generative Approach to Global Visual Geolocation

Paper • 2412.06781 • Published Dec 9, 2024 • 23

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 • 31
SFT Memorizes, RL Generalizes: A Comparative Study of Foundation Model Post-training

Paper • 2501.17161 • Published Jan 28, 2025 • 125
MaxInfoRL: Boosting exploration in reinforcement learning through information gain maximization

Paper • 2412.12098 • Published Dec 16, 2024 • 4

ThinkAct: Vision-Language-Action Reasoning via Reinforced Visual Latent Planning

Paper • 2507.16815 • Published Jul 22, 2025 • 42
Semi-off-Policy Reinforcement Learning for Vision-Language Slow-thinking Reasoning

Paper • 2507.16814 • Published Jul 22, 2025 • 21
Vision-R1: Evolving Human-Free Alignment in Large Vision-Language Models via Vision-Guided Reinforcement Learning

Paper • 2503.18013 • Published Mar 23, 2025 • 20
VL-Rethinker: Incentivizing Self-Reflection of Vision-Language Models with Reinforcement Learning

Paper • 2504.08837 • Published Apr 10, 2025 • 44

Grounded Reinforcement Learning for Visual Reasoning

Paper • 2505.23678 • Published May 29, 2025 • 2
Sherlock: Self-Correcting Reasoning in Vision-Language Models

Paper • 2505.22651 • Published May 28, 2025 • 48
V-JEPA 2: Self-Supervised Video Models Enable Understanding, Prediction and Planning

Paper • 2506.09985 • Published Jun 11, 2025 • 31

Series model of paper "Sherlock: Self-Correcting Reasoning in Vision-Language Models"

Tuwhy/Llama-3.2V-11B-Sherlock-SFT

Image-Text-to-Text • 11B • Updated May 29, 2025 • 5
Tuwhy/Llama-3.2V-11B-Sherlock-Offline

Image-Text-to-Text • 11B • Updated May 29, 2025 • 4
Tuwhy/Llama-3.2V-11B-Sherlock-iter1

Image-Text-to-Text • 11B • Updated May 29, 2025 • 4
Tuwhy/Llama-3.2V-11B-Sherlock-iter2

Image-Text-to-Text • 11B • Updated May 29, 2025 • 11 • 2

Multimodal Reasoning

InfiR : Crafting Effective Small Language Models and Multimodal Small Language Models in Reasoning

Paper • 2502.11573 • Published Feb 17, 2025 • 9
Boosting Multimodal Reasoning with MCTS-Automated Structured Thinking

Paper • 2502.02339 • Published Feb 4, 2025 • 23
video-SALMONN-o1: Reasoning-enhanced Audio-visual Large Language Model

Paper • 2502.11775 • Published Feb 17, 2025 • 9
Mulberry: Empowering MLLM with o1-like Reasoning and Reflection via Collective Monte Carlo Tree Search

Paper • 2412.18319 • Published Dec 24, 2024 • 39

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

Paper • 2501.00192 • Published Dec 31, 2024 • 32
2.5 Years in Class: A Multimodal Textbook for Vision-Language Pretraining

Paper • 2501.00958 • Published Jan 1, 2025 • 110
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 • 107

checkitoutlater

MotionShop: Zero-Shot Motion Transfer in Video Diffusion Models with Mixture of Score Guidance

Paper • 2412.05355 • Published Dec 6, 2024 • 8
SwiftEdit: Lightning Fast Text-Guided Image Editing via One-Step Diffusion

Paper • 2412.04301 • Published Dec 5, 2024 • 40
PanoDreamer: 3D Panorama Synthesis from a Single Image

Paper • 2412.04827 • Published Dec 6, 2024 • 10
Around the World in 80 Timesteps: A Generative Approach to Global Visual Geolocation

Paper • 2412.06781 • Published Dec 9, 2024 • 23

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

Paper • 2402.04252 • Published Feb 6, 2024 • 30
Vision Superalignment: Weak-to-Strong Generalization for Vision Foundation Models

Paper • 2402.03749 • Published Feb 6, 2024 • 15
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

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 • 31
SFT Memorizes, RL Generalizes: A Comparative Study of Foundation Model Post-training

Paper • 2501.17161 • Published Jan 28, 2025 • 125
MaxInfoRL: Boosting exploration in reinforcement learning through information gain maximization

Paper • 2412.12098 • Published Dec 16, 2024 • 4

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