Visual-RFT: Visual Reinforcement Fine-Tuning

3 March 2025

Papers citing "Visual-RFT: Visual Reinforcement Fine-Tuning"

18 / 18 papers shown

Title
Human-Aligned Bench: Fine-Grained Assessment of Reasoning Ability in MLLMs vs. Humans Yansheng Qiu Li Xiao Zhaopan Xu Pengfei Zhou Zheng Wang Kaipeng Zhang ELM LRM 19 0 0 16 May 2025
Patho-R1: A Multimodal Reinforcement Learning-Based Pathology Expert Reasoner Wenchuan Zhang Penghao Zhang Jingru Guo Tao Cheng Jie Chen Shuwan Zhang Zhang Zhang Yuhao Yi Hong Bu AI4TS LRM 22 0 0 16 May 2025
EchoInk-R1: Exploring Audio-Visual Reasoning in Multimodal LLMs via Reinforcement Learning Zhenghao Xing Xiaowei Hu Chi-Wing Fu Wei Wang Jifeng Dai Pheng-Ann Heng MLLM OffRL VLM LRM 55 0 0 07 May 2025
Unified Multimodal Chain-of-Thought Reward Model through Reinforcement Fine-Tuning Yibin Wang Zhimin Li Yuhang Zang Chunyu Wang Qinglin Lu Cheng Jin Jinqiao Wang LRM 50 2 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 ... Jianfei Chen Fan Yang Z. Zhang Tingting Gao Liang Wang OffRL LRM 48 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 76 2 0 05 May 2025
Reinforced MLLM: A Survey on RL-Based Reasoning in Multimodal Large Language Models Guanghao Zhou Panjia Qiu Chong Chen Rongxiang Weng Zheming Yang Jian Xu Minghui Qiu OffRL LRM 58 1 0 30 Apr 2025
Reason Like a Radiologist: Chain-of-Thought and Reinforcement Learning for Verifiable Report Generation Peiyuan Jing Kinhei Lee Zhenxuan Zhang Huichi Zhou Zhengqing Yuan Zhifan Gao Lei Zhu G. Papanastasiou Yingying Fang Guang Yang MedIm OffRL LRM 68 0 0 25 Apr 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 239 1 0 25 Apr 2025
VisuLogic: A Benchmark for Evaluating Visual Reasoning in Multi-modal Large Language Models Weiye Xu Jun Wang Weiyun Wang Zhe Chen Wengang Zhou ... Xiaohua Wang Xizhou Zhu Wenhai Wang Jifeng Dai Jinguo Zhu VLM LRM 64 1 0 21 Apr 2025
Relation-R1: Progressively Cognitive Chain-of-Thought Guided Reinforcement Learning for Unified Relation Comprehension Lin Li Wei Chen Jiahui Li Lu Chen Long Chen LRM 50 1 0 20 Apr 2025
GUI-R1 : A Generalist R1-Style Vision-Language Action Model For GUI Agents Run Luo Lu Wang Wanwei He Xiaobo Xia LLMAG 56 11 0 14 Apr 2025
Perception-R1: Pioneering Perception Policy with Reinforcement Learning En Yu Kangheng Lin Liang Zhao Jisheng Yin Yana Wei ... Zheng Ge Xiangyu Zhang Daxin Jiang Jingyu Wang Wenbing Tao VLM OffRL LRM 42 3 0 10 Apr 2025
VideoChat-R1: Enhancing Spatio-Temporal Perception via Reinforcement Fine-Tuning Xinhao Li Ziang Yan Desen Meng Lu Dong Xiangyu Zeng Yinan He Yishuo Wang Yu Qiao Yi Wang Limin Wang VLM AI4TS LRM 49 5 0 09 Apr 2025
UI-R1: Enhancing Efficient 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 Yiming Li LLMAG LRM 89 9 0 27 Mar 2025
OThink-MR1: Stimulating multimodal generalized reasoning capabilities via dynamic reinforcement learning Zhiyuan Liu Yuting Zhang Feng Liu Changwang Zhang Ying Sun Jun Wang LRM 72 4 0 20 Mar 2025
Cosmos-Reason1: From Physical Common Sense To Embodied Reasoning Nvidia A. Azzolini Junjie Bai Prithvijit Chattopadhyay Huayu Chen ... Xiaodong Yang Zhuolin Yang Jingyang Zhang Xiaohui Zeng Zhe Zhang AI4CE LM&Ro LRM 67 5 0 18 Mar 2025
VisRL: Intention-Driven Visual Perception via Reinforced Reasoning Zhangquan Chen Xufang Luo Dongsheng Li OffRL LRM 75 3 0 10 Mar 2025