Vision-R1: Incentivizing Reasoning Capability in Multimodal Large Language Models

9 March 2025

Papers citing "Vision-R1: Incentivizing Reasoning Capability in Multimodal Large Language Models"

30 / 30 papers shown

Title
EchoInk-R1: Exploring Audio-Visual Reasoning in Multimodal LLMs via Reinforcement Learning Zhenghao Xing Xiaowei Hu Chi-Wing Fu W. Wang Jifeng Dai Pheng-Ann Heng MLLM OffRL VLM LRM 35 0 0 07 May 2025
X-Reasoner: Towards Generalizable Reasoning Across Modalities and Domains Qianchu Liu Sheng Zhang Guanghui Qin Timothy Ossowski Yu Gu ... Sam Preston Mu-Hsin Wei Paul Vozila Tristan Naumann Hoifung Poon OOD LRM VLM 45 0 0 06 May 2025
RoboOS: A Hierarchical Embodied Framework for Cross-Embodiment and Multi-Agent Collaboration Huajie Tan Xiaoshuai Hao Minglan Lin Pengwei Wang Yaoxu Lyu Mingyu Cao Zhongyuan Wang S. Zhang LM&Ro 36 0 0 06 May 2025
R1-Reward: Training Multimodal Reward Model Through Stable Reinforcement Learning Yi-Fan Zhang Xingyu Lu X. Hu Chaoyou Fu Bin Wen ... J. Chen Fan Yang Z. Zhang Tingting Gao Liang Wang OffRL LRM 30 0 0 05 May 2025
Sailing AI by the Stars: A Survey of Learning from Rewards in Post-Training and Test-Time Scaling of Large Language Models Xiaobao Wu LRM 60 0 0 05 May 2025
T2I-R1: Reinforcing Image Generation with Collaborative Semantic-level and Token-level CoT D. Jiang Ziyu Guo Renrui Zhang Zhuofan Zong Hao Li Le Zhuo Shilin Yan Pheng-Ann Heng H. Li LRM 57 0 0 01 May 2025
Fast-Slow Thinking for Large Vision-Language Model Reasoning W. L. Xiao Leilei Gan Weilong Dai Wanggui He Ziwei Huang ... Fangxun Shu Zhelun Yu Peng Zhang Hao Jiang Fei Wu ReLM LRM AI4CE 62 0 0 25 Apr 2025
SARI: Structured Audio Reasoning via Curriculum-Guided Reinforcement Learning Cheng Wen Tingwei Guo Shuaijiang Zhao Wei Zou Xiangang Li OffRL AuLLM LRM 45 1 0 22 Apr 2025
LongPerceptualThoughts: Distilling System-2 Reasoning for System-1 Perception Yuan-Hong Liao Sven Elflein Liu He Laura Leal-Taixe Yejin Choi Sanja Fidler David Acuna ReLM LRM VLM 34 0 0 21 Apr 2025
Relation-R1: Cognitive Chain-of-Thought Guided Reinforcement Learning for Unified Relational Comprehension Lin Li Wei Chen Jiahui Li L. Chen LRM 30 1 0 20 Apr 2025
NoisyRollout: Reinforcing Visual Reasoning with Data Augmentation Xiangyan Liu Jinjie Ni Zijian Wu Chao Du Longxu Dou H. Wang Tianyu Pang Michael Shieh OffRL LRM 38 0 0 17 Apr 2025
SimpleAR: Pushing the Frontier of Autoregressive Visual Generation through Pretraining, SFT, and RL Junke Wang Zhi Tian X. Wang Xinyu Zhang Weilin Huang Zuxuan Wu Yu Jiang VGen 40 2 0 15 Apr 2025
GUI-R1 : A Generalist R1-Style Vision-Language Action Model For GUI Agents Run Luo Lu Wang Wanwei He Xiaobo Xia LLMAG 43 5 0 14 Apr 2025
MT-R1-Zero: Advancing LLM-based Machine Translation via R1-Zero-like Reinforcement Learning Zhaopeng Feng Shaosheng Cao Jiahan Ren Jiayuan Su Ruizhe Chen Yan Zhang Zhe Xu Yao Hu Jian Wu Zuozhu Liu ALM LRM 53 1 0 14 Apr 2025
TinyLLaVA-Video-R1: Towards Smaller LMMs for Video Reasoning Xingjian Zhang Siwei Wen Wenjun Wu Lei Huang LRM 21 1 0 13 Apr 2025
VL-Rethinker: Incentivizing Self-Reflection of Vision-Language Models with Reinforcement Learning Haozhe Wang C. Qu Zuming Huang Wei Chu Fangzhen Lin Wenhu Chen OffRL ReLM SyDa LRM VLM 66 1 0 10 Apr 2025
VLM-R1: A Stable and Generalizable R1-style Large Vision-Language Model Haozhan Shen Peng Liu J. Li Chunxin Fang Yibo Ma ... Zilun Zhang Kangjia Zhao Qianqian Zhang Ruochen Xu Tiancheng Zhao VLM LRM 71 21 0 10 Apr 2025
SFT or RL? An Early Investigation into Training R1-Like Reasoning Large Vision-Language Models Hardy Chen Haoqin Tu Fali Wang Hui Liu X. Tang Xinya Du Yuyin Zhou Cihang Xie ReLM VLM OffRL LRM 54 6 0 10 Apr 2025
SoTA with Less: MCTS-Guided Sample Selection for Data-Efficient Visual Reasoning Self-Improvement X. Wang Z. Yang Chao Feng Hongjin Lu Linjie Li Chung-Ching Lin Kevin Qinghong Lin Furong Huang Lijuan Wang OODD ReLM VLM LRM 59 1 0 10 Apr 2025
A Sober Look at Progress in Language Model Reasoning: Pitfalls and Paths to Reproducibility Andreas Hochlehnert Hardik Bhatnagar Vishaal Udandarao Samuel Albanie Ameya Prabhu Matthias Bethge ReLM ALM LRM 58 4 0 09 Apr 2025
On the Suitability of Reinforcement Fine-Tuning to Visual Tasks X. Chen Wei Li Chunxu Liu Chi Xie Xiaoyan Hu Chengqian Ma Feng Zhu Rui Zhao ReLM LRM 54 0 0 08 Apr 2025
Rethinking RL Scaling for Vision Language Models: A Transparent, From-Scratch Framework and Comprehensive Evaluation Scheme Yan Ma Steffi Chern Xuyang Shen Yiran Zhong Pengfei Liu OffRL LRM 43 1 0 03 Apr 2025
WikiVideo: Article Generation from Multiple Videos Alexander Martin Reno Kriz William Walden Kate Sanders Hannah Recknor Eugene Yang Francis Ferraro Benjamin Van Durme DiffM VGen 38 1 0 01 Apr 2025
Exploring the Effect of Reinforcement Learning on Video Understanding: Insights from SEED-Bench-R1 Yi Chen Yuying Ge Rui Wang Yixiao Ge Lu Qiu Ying Shan Xihui Liu ReLM VLM OffRL LRM 52 2 0 31 Mar 2025
CrossWordBench: Evaluating the Reasoning Capabilities of LLMs and LVLMs with Controllable Puzzle Generation Jixuan Leng Chengsong Huang Langlin Huang Bill Yuchen Lin William W. Cohen Haohan Wang Jiaxin Huang LRM 34 0 0 30 Mar 2025
UI-R1: Enhancing Action Prediction of GUI Agents by Reinforcement Learning Zhengxi Lu Yuxiang Chai Yaxuan Guo Xi Yin Liang Liu Hao Wang Han Xiao Shuai Ren Guanjing Xiong H. Li LLMAG LRM 67 9 0 27 Mar 2025
Mind with Eyes: from Language Reasoning to Multimodal Reasoning Zhiyu Lin Yifei Gao Xian Zhao Yunfan Yang Jitao Sang LRM 42 1 0 23 Mar 2025
Med-R1: Reinforcement Learning for Generalizable Medical Reasoning in Vision-Language Models Yuxiang Lai Jike Zhong Ming Li Shitian Zhao Xiaofeng Yang OffRL LRM LM&MA VLM 63 5 0 18 Mar 2025
Cosmos-Reason1: From Physical Common Sense To Embodied Reasoning Nvidia A. Azzolini Hannah Brandon Prithvijit Chattopadhyay Huayu Chen ... Yao Xu X. Yang Zhuolin Yang Xiaohui Zeng Z. Zhang LM&Ro LRM AI4CE 48 5 0 18 Mar 2025
Aligning Multimodal LLM with Human Preference: A Survey Tao Yu Y. Zhang Chaoyou Fu Junkang Wu Jinda Lu ... Qingsong Wen Z. Zhang Yan Huang Liang Wang T. Tan 64 2 0 18 Mar 2025