R1-VL: Learning to Reason with Multimodal Large Language Models via Step-wise Group Relative Policy Optimization

R1-VL: Learning to Reason with Multimodal Large Language Models via Step-wise Group Relative Policy Optimization

17 March 2025

Papers citing "R1-VL: Learning to Reason with Multimodal Large Language Models via Step-wise Group Relative Policy Optimization"

14 / 14 papers shown

Title
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
Reinforced MLLM: A Survey on RL-Based Reasoning in Multimodal Large Language Models Guanghao Zhou Panjia Qiu C. L. P. Chen J. Wang Zheming Yang Jian Xu Minghui Qiu OffRL LRM 53 0 0 30 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 68 0 0 25 Apr 2025
LAD-Reasoner: Tiny Multimodal Models are Good Reasoners for Logical Anomaly Detection Weijia Li Guanglei Chu Jiong Chen Guo-Sen Xie Caifeng Shan Fang Zhao LRM 32 1 0 17 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 43 0 0 17 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
SafeMLRM: Demystifying Safety in Multi-modal Large Reasoning Models Junfeng Fang Y. Wang Ruipeng Wang Zijun Yao Kun Wang An Zhang X. Wang Tat-Seng Chua AAML LRM 60 2 0 09 Apr 2025
VideoChat-R1: Enhancing Spatio-Temporal Perception via Reinforcement Fine-Tuning Xinhao Li Ziang Yan Desen Meng Lu Dong Xiangyu Zeng Yinan He Y. Wang Yu Qiao Yi Wang Limin Wang VLM AI4TS LRM 36 2 0 09 Apr 2025
Improved Visual-Spatial Reasoning via R1-Zero-Like Training Zhenyi Liao Qingsong Xie Yanhao Zhang Zijian Kong Haonan Lu Zhenyu Yang Zhijie Deng ReLM VLM LRM 99 0 1 01 Apr 2025
CrowdVLM-R1: Expanding R1 Ability to Vision Language Model for Crowd Counting using Fuzzy Group Relative Policy Reward Zhiqiang Wang Pengbin Feng Yanbin Lin Shuzhang Cai Zongao Bian Jinghua Yan Xingquan Zhu 32 1 0 31 Mar 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
Q-Insight: Understanding Image Quality via Visual Reinforcement Learning Weiqi Li X. Zhang Shijie Zhao Y. Zhang Junlin Li Li Zhang Jian Andrew Zhang 46 3 0 28 Mar 2025
Multimodal Chain-of-Thought Reasoning: A Comprehensive Survey Y. Wang Shengqiong Wu Y. Zhang William Yang Wang Ziwei Liu Jiebo Luo Hao Fei LRM 74 7 0 16 Mar 2025