Title
Unified Multimodal Chain-of-Thought Reward Model through Reinforcement Fine-Tuning Yibin Wang Zhimin Li Yuhang Zang Chunyu Wang Qinglin Lu Cheng Jin J. T. Wang LRM 32 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 27 0 0 05 May 2025
MM-IFEngine: Towards Multimodal Instruction Following Shengyuan Ding Shenxi Wu Xiangyu Zhao Yuhang Zang Haodong Duan Xiaoyi Dong Pan Zhang Y. Cao D. Lin Jiaqi Wang OffRL 46 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 66 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
Benchmarking Multimodal CoT Reward Model Stepwise by Visual Program Minghe Gao Xuqi Liu Zhongqi Yue Y. Wu Shuang Chen Juncheng Billy Li Siliang Tang Fei Wu Tat-Seng Chua Yueting Zhuang OffRL LRM 31 1 0 09 Apr 2025
Boosting Virtual Agent Learning and Reasoning: A Step-wise, Multi-dimensional, and Generalist Reward Model with Benchmark Bingchen Miao Y. Wu Minghe Gao Qifan Yu Wendong Bu Wenqiao Zhang Yunfei Li Siliang Tang Tat-Seng Chua Juncheng Billy Li LLMAG LRM 51 0 0 24 Mar 2025
Sightation Counts: Leveraging Sighted User Feedback in Building a BLV-aligned Dataset of Diagram Descriptions Wan Ju Kang Eunki Kim Na Min An Sangryul Kim Haemin Choi Ki Hoon Kwak James Thorne 39 0 0 17 Mar 2025
From Captions to Rewards (CAREVL): Leveraging Large Language Model Experts for Enhanced Reward Modeling in Large Vision-Language Models Muzhi Dai Jiashuo Sun Zhiyuan Zhao Shixuan Liu Rui Li Junyu Gao Xuelong Li VLM 43 0 0 08 Mar 2025
Unified Reward Model for Multimodal Understanding and Generation Yibin Wang Yuhang Zang Hao Li Cheng Jin J. Wang EGVM 46 4 0 07 Mar 2025
Visual-RFT: Visual Reinforcement Fine-Tuning Ziyu Liu Zeyi Sun Yuhang Zang Xiaoyi Dong Y. Cao Haodong Duan D. Lin Jiaqi Wang ObjD VLM LRM 57 40 0 03 Mar 2025
Investigating Inference-time Scaling for Chain of Multi-modal Thought: A Preliminary Study Yujie Lin Ante Wang Moye Chen Jingyao Liu Hao Liu Jinsong Su Xinyan Xiao LRM 38 2 0 17 Feb 2025