Title
CoT-Vid: Dynamic Chain-of-Thought Routing with Self Verification for Training-Free Video Reasoning Hongbo Jin Ruyang Liu Wenhao Zhang Guibo Luo Ge Li LRM 2 0 0 17 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 50 0 0 07 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 43 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 72 1 0 05 May 2025
VideoHallu: Evaluating and Mitigating Multi-modal Hallucinations on Synthetic Video Understanding Zongxia Li Xiyang Wu Guangyao Shi Yubin Qin Hongyang Du Tianyi Zhou Dinesh Manocha Jordan Lee Boyd-Graber MLLM 57 0 0 02 May 2025
Reinforced MLLM: A Survey on RL-Based Reasoning in Multimodal Large Language Models Guanghao Zhou Panjia Qiu Cheng Chen Jiadong Wang Zheming Yang Jian Xu Minghui Qiu OffRL LRM 58 1 0 30 Apr 2025
ZipR1: Reinforcing Token Sparsity in MLLMs Feng Chen Yefei He Lequan Lin Jiaheng Liu Bohan Zhuang Qi Wu 48 0 0 23 Apr 2025
SARI: Structured Audio Reasoning via Curriculum-Guided Reinforcement Learning Cheng Wen Tingwei Guo Shuaijiang Zhao Wei Zou Xiangang Li OffRL AuLLM LRM 59 3 0 22 Apr 2025
TinyLLaVA-Video-R1: Towards Smaller LMMs for Video Reasoning Xingjian Zhang Siwei Wen Wenjun Wu Lei Huang LRM 37 2 0 13 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 40 3 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 100 5 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 Yueming Wang Yu Qiao Yi Wang Limin Wang VLM AI4TS LRM 46 4 0 09 Apr 2025