Title
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 46 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 56 0 0 08 Apr 2025
VAPO: Efficient and Reliable Reinforcement Learning for Advanced Reasoning Tasks Yu Yue Yufeng Yuan Qiying Yu Xiaochen Zuo Ruofei Zhu ... Ru Zhang Xin Liu Mingxuan Wang Yonghui Wu Lin Yan OffRL LRM 29 8 0 07 Apr 2025
Quantization Hurts Reasoning? An Empirical Study on Quantized Reasoning Models Ruikang Liu Yuxuan Sun Manyi Zhang Haoli Bai Xianzhi Yu Tiezheng Yu C. Yuan Lu Hou MQ LRM 39 6 0 07 Apr 2025
Concise Reasoning via Reinforcement Learning Mehdi Fatemi Banafsheh Rafiee Mingjie Tang Kartik Talamadupula ReLM OffRL LRM 52 6 0 07 Apr 2025
Trust Region Preference Approximation: A simple and stable reinforcement learning algorithm for LLM reasoning Xuerui Su Shufang Xie Guoqing Liu Yingce Xia Renqian Luo Peiran Jin Zhiming Ma Yue Wang Zun Wang Yuting Liu LRM 34 2 0 06 Apr 2025
Learning Lie Group Generators from Trajectories Lifan Hu 37 3 0 04 Apr 2025
AnesBench: Multi-Dimensional Evaluation of LLM Reasoning in Anesthesiology Xiang Feng Wentao Jiang Zengmao Wang Yong Luo Pingbo Xu Baosheng Yu Hua Jin Bo Du Jing Zhang ELM LRM 43 0 0 03 Apr 2025
OpenCodeReasoning: Advancing Data Distillation for Competitive Coding Wasi Uddin Ahmad Sean Narenthiran Somshubra Majumdar Aleksander Ficek Siddhartha Jain Jocelyn Huang Vahid Noroozi Boris Ginsburg LRM 55 3 0 02 Apr 2025
ThinkPrune: Pruning Long Chain-of-Thought of LLMs via Reinforcement Learning Bairu Hou Yang Zhang Jiabao Ji Yujian Liu Kaizhi Qian Jacob Andreas Shiyu Chang OffRL LRM 67 6 0 02 Apr 2025
Z1: Efficient Test-time Scaling with Code Zhaojian Yu Yinghao Wu Yilun Zhao Arman Cohan Xiao-Ping Zhang LRM 37 4 0 01 Apr 2025
MedReason: Eliciting Factual Medical Reasoning Steps in LLMs via Knowledge Graphs Juncheng Wu Wenlong Deng X. Li Sheng Liu Taomian Mi ... Yihan Cao Hui Ren Xuzhao Li Xiaoxiao Li Yuyin Zhou AI4MH LRM 61 3 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
Reasoning-SQL: Reinforcement Learning with SQL Tailored Partial Rewards for Reasoning-Enhanced Text-to-SQL Mohammadreza Pourreza Shayan Talaei Ruoxi Sun Xingchen Wan Hailong Li Azalia Mirhoseini Amin Saberi Sercan Ö. Arik ReLM AI4TS LRM 46 3 0 29 Mar 2025
Efficient Inference for Large Reasoning Models: A Survey Yi Liu Jiaying Wu Yufei He Hongcheng Gao Hongyu Chen Baolong Bi Jiaheng Zhang Zhiqi Huang Bryan Hooi LLMAG LRM 73 7 0 29 Mar 2025
Think Before Recommend: Unleashing the Latent Reasoning Power for Sequential Recommendation Jiakai Tang Sunhao Dai Teng Shi Jun Xu X. Chen Wen Chen Wu Jian Yuning Jiang LRM 75 5 0 28 Mar 2025
A Survey of Efficient Reasoning for Large Reasoning Models: Language, Multimodality, and Beyond Xiaoye Qu Yafu Li Zhaochen Su Weigao Sun Jianhao Yan ... Chaochao Lu Yue Zhang Xian-Sheng Hua Bowen Zhou Yu Cheng ReLM OffRL LRM 88 16 0 27 Mar 2025
ReaRAG: Knowledge-guided Reasoning Enhances Factuality of Large Reasoning Models with Iterative Retrieval Augmented Generation Zhicheng Lee S. Cao Jinxin Liu J. Zhang Weichuan Liu Xiaoyin Che Lei Hou Juanzi Li ReLM LRM 97 2 0 27 Mar 2025
Embodied-Reasoner: Synergizing Visual Search, Reasoning, and Action for Embodied Interactive Tasks Wenbo Zhang Mengna Wang Gangao Liu Xu Huixin Yiwei Jiang ... Hang Zhang Xin Li Weiming Lu Peng Li Yueting Zhuang LM&Ro LRM 72 3 0 27 Mar 2025
Video-R1: Reinforcing Video Reasoning in MLLMs Kaituo Feng Kaixiong Gong Yangqiu Song Zonghao Guo Yibing Wang Tianshuo Peng Jian Wu Xiaoying Zhang Benyou Wang Xiangyu Yue AI4TS SyDa LRM 51 14 0 27 Mar 2025
Reason-RFT: Reinforcement Fine-Tuning for Visual Reasoning Huajie Tan Yuheng Ji Xiaoshuai Hao Minglan Lin Pengwei Wang Zhongyuan Wang Shanghang Zhang ReLM OffRL LRM 94 0 0 26 Mar 2025
Reasoning Beyond Limits: Advances and Open Problems for LLMs M. Ferrag Norbert Tihanyi Merouane Debbah ELM OffRL LRM AI4CE 140 2 0 26 Mar 2025
Scaling Laws of Synthetic Data for Language Models Zeyu Qin Qingxiu Dong Xingxing Zhang Li Dong Xiaolong Huang ... Hany Awadalla Yi R. Fung Weizhu Chen Minhao Cheng Furu Wei SyDa 75 2 0 25 Mar 2025
RL-finetuning LLMs from on- and off-policy data with a single algorithm Yunhao Tang Taco Cohen David W. Zhang Michal Valko Rémi Munos OffRL 44 2 0 25 Mar 2025
Exploring Hallucination of Large Multimodal Models in Video Understanding: Benchmark, Analysis and Mitigation Hongcheng Gao Jiashu Qu Jingyi Tang Baolong Bi Yi Liu Hongyu Chen Li Liang Li Su Qingming Huang MLLM VLM LRM 85 5 0 25 Mar 2025
Process or Result? Manipulated Ending Tokens Can Mislead Reasoning LLMs to Ignore the Correct Reasoning Steps Yu Cui Bryan Hooi Yujun Cai Yiwei Wang LRM 40 3 0 25 Mar 2025
Learning to chain-of-thought with Jensen's evidence lower bound Yunhao Tang Sid Wang Rémi Munos BDL OffRL LRM 55 0 0 25 Mar 2025
SimpleRL-Zoo: Investigating and Taming Zero Reinforcement Learning for Open Base Models in the Wild Weihao Zeng Yuzhen Huang Qian Liu Wei Liu Keqing He Zejun Ma Junxian He OffRL ReLM LRM 91 38 0 24 Mar 2025
Video-T1: Test-Time Scaling for Video Generation F. Liu Hanyang Wang Yimo Cai Kaiyan Zhang Xiaohang Zhan Yueqi Duan DiffM VGen 78 1 0 24 Mar 2025
Trade-offs in Large Reasoning Models: An Empirical Analysis of Deliberative and Adaptive Reasoning over Foundational Capabilities Weixiang Zhao Xingyu Sui Jiahe Guo Yulin Hu Yang Deng Yanyan Zhao Bing Qin Wanxiang Che Tat-Seng Chua Ting Liu ELM LRM 59 4 0 23 Mar 2025
Mind with Eyes: from Language Reasoning to Multimodal Reasoning Zhiyu Lin Yifei Gao Xian Zhao Yunfan Yang Jitao Sang LRM 55 1 0 23 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 70 3 0 20 Mar 2025
Stop Overthinking: A Survey on Efficient Reasoning for Large Language Models Yang Sui Yu-Neng Chuang Guanchu Wang Jiamu Zhang Tianyi Zhang ... Hongyi Liu Andrew Wen Shaochen Zhong Hanjie Chen OffRL ReLM LRM 83 31 0 20 Mar 2025
Deconstructing Long Chain-of-Thought: A Structured Reasoning Optimization Framework for Long CoT Distillation Yijia Luo Yulin Song Xingyao Zhang Jiaheng Liu Weixun Wang Gengru Chen Wenbo Su Bo Zheng LRM 66 4 0 20 Mar 2025
Tapered Off-Policy REINFORCE: Stable and efficient reinforcement learning for LLMs Nicolas Le Roux Marc G. Bellemare Jonathan Lebensold Arnaud Bergeron Joshua Greaves Alex Fréchette Carolyne Pelletier Eric Thibodeau-Laufer Sándor Toth Sam Work OffRL 91 2 0 18 Mar 2025
DAPO: An Open-Source LLM Reinforcement Learning System at Scale Qiying Yu Zhe Zhang Ruofei Zhu Yufeng Yuan Xiaochen Zuo ... Ya-Qin Zhang Lin Yan Mu Qiao Yonghui Wu Mingxuan Wang OffRL LRM 67 54 0 18 Mar 2025
R1-VL: Learning to Reason with Multimodal Large Language Models via Step-wise Group Relative Policy Optimization Jingyi Zhang Jiaxing Huang H. Yao Shunyu Liu Xikun Zhang Shijian Lu Dacheng Tao LRM 65 19 0 17 Mar 2025
Multimodal Chain-of-Thought Reasoning: A Comprehensive Survey Yansen Wang Shengqiong Wu Yuyao Zhang William Yang Wang Ziwei Liu Jiebo Luo Hao Fei LRM 92 9 0 16 Mar 2025
Monitoring Reasoning Models for Misbehavior and the Risks of Promoting Obfuscation Bowen Baker Joost Huizinga Leo Gao Zehao Dou M. Guan Aleksander Mądry Wojciech Zaremba J. Pachocki David Farhi LRM 77 11 0 14 Mar 2025
Large Language Models for Outpatient Referral: Problem Definition, Benchmarking and Challenges Xiaoxiao Liu Qingying Xiao Junying Chen Xiangyi Feng Xiangbo Wu ... Xiang Wan Jian Chang Guangjun Yu Yan Hu Benyou Wang LM&MA LRM 179 0 0 11 Mar 2025
LMM-R1: Empowering 3B LMMs with Strong Reasoning Abilities Through Two-Stage Rule-Based RL Yingzhe Peng Gongrui Zhang Miaosen Zhang Zhiyuan You Jie Liu Qipeng Zhu Kai Yang Xingzhong Xu Xin Geng Xu Yang LRM ReLM 90 34 0 10 Mar 2025
InftyThink: Breaking the Length Limits of Long-Context Reasoning in Large Language Models Yuchen Yan Yongliang Shen Yuhang Liu Jin Jiang Hao Fei Jian Shao Yueting Zhuang LRM ReLM 53 3 0 09 Mar 2025
R1-Searcher: Incentivizing the Search Capability in LLMs via Reinforcement Learning Huatong Song Jinhao Jiang Yingqian Min Jie Chen Z. Chen Wayne Xin Zhao Lei Fang Zhicheng Dou AI4TS LRM KELM 95 14 0 07 Mar 2025
An Empirical Study on Eliciting and Improving R1-like Reasoning Models Z. Chen Yingqian Min Beichen Zhang Jie Chen Jinhao Jiang ... Xu Miao Yunfan LU Lei Fang Zhongyuan Wang Zhicheng Dou ReLM OffRL LRM 83 17 0 06 Mar 2025
DAST: Difficulty-Adaptive Slow-Thinking for Large Reasoning Models Yi Shen Jun Zhang Jieyun Huang Shuming Shi Wenjing Zhang Jiangze Yan Rongjia Du Ning Wang Kai Wang LRM 80 19 0 06 Mar 2025
Audio-Reasoner: Improving Reasoning Capability in Large Audio Language Models Zhifei Xie Mingbao Lin Ziqiang Liu Pengcheng Wu Shuicheng Yan Chunyan Miao AuLLM OffRL LRM 81 8 0 04 Mar 2025
Visual-RFT: Visual Reinforcement Fine-Tuning Ziyu Liu Zeyi Sun Yuhang Zang Xiaoyi Dong Yuhang Cao Haodong Duan Dahua Lin Jiaqi Wang ObjD VLM LRM 70 47 0 03 Mar 2025
Safety Tax: Safety Alignment Makes Your Large Reasoning Models Less Reasonable Tiansheng Huang Sihao Hu Fatih Ilhan Selim Furkan Tekin Zachary Yahn Yichang Xu Ling Liu 53 10 0 01 Mar 2025
RoboBrain: A Unified Brain Model for Robotic Manipulation from Abstract to Concrete Yuheng Ji Huajie Tan Jiayu Shi Xiaoshuai Hao Yuan Zhang ... Huaihai Lyu Xiaolong Zheng Jiaming Liu Zhongyuan Wang Shanghang Zhang 102 8 0 28 Feb 2025
SoRFT: Issue Resolving with Subtask-oriented Reinforced Fine-Tuning Zexiong Ma Chao Peng Pengfei Gao Xiangxin Meng Yanzhen Zou Bing Xie MoMe OffRL LRM 73 4 0 27 Feb 2025