Title
VisualPRM: An Effective Process Reward Model for Multimodal Reasoning Weiyun Wang Zhangwei Gao Lawrence Yunliang Chen Zhe Chen Jinguo Zhu ... Lewei Lu Haodong Duan Yu Qiao Jifeng Dai Wenhai Wang LRM 93 20 0 13 Mar 2025
R1-Onevision: Advancing Generalized Multimodal Reasoning through Cross-Modal Formalization Yi Yang Xiaoxuan He Hongkun Pan Xiyan Jiang Yan Deng ... Dacheng Yin Fengyun Rao Minfeng Zhu Bo Zhang Wei Chen VLM LRM 89 52 1 13 Mar 2025
Boosting the Generalization and Reasoning of Vision Language Models with Curriculum Reinforcement Learning Huilin Deng Ding Zou Rui Ma Hongchen Luo Yang Cao Yu Kang LRM VLM 80 15 0 10 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 134 52 0 10 Mar 2025
Seg-Zero: Reasoning-Chain Guided Segmentation via Cognitive Reinforcement Yuqi Liu Bohao Peng Zhisheng Zhong Zihao Yue Fanbin Lu Bei Yu Jiaya Jia LRM VLM 101 29 0 09 Mar 2025
Vision-R1: Incentivizing Reasoning Capability in Multimodal Large Language Models Wenxuan Huang Bohan Jia Zijie Zhai Shaosheng Cao Zheyu Ye Fei Zhao Zhe Xu Yao Hu Shaohui Lin MU OffRL LRM MLLM ReLM VLM 93 85 0 09 Mar 2025
R1-Omni: Explainable Omni-Multimodal Emotion Recognition with Reinforcement Learning Jiaxing Zhao Xihan Wei Liefeng Bo OffRL 48 18 0 07 Mar 2025
R1-Zero's "Aha Moment" in Visual Reasoning on a 2B Non-SFT Model Hengguang Zhou Xirui Li Ruochen Wang Minhao Cheng Tianyi Zhou Cho-Jui Hsieh OffRL LRM ReLM 108 43 0 07 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 96 13 0 04 Mar 2025
What's Behind PPO's Collapse in Long-CoT? Value Optimization Holds the Secret Yufeng Yuan Yu Yue Ruofei Zhu Tiantian Fan Lin Yan OffRL 74 17 0 03 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 110 76 0 03 Mar 2025
MV-MATH: Evaluating Multimodal Math Reasoning in Multi-Visual Contexts Peijie Wang Zhong-Zhi Li Fei Yin Xin Yang Dekang Ran Cheng-Lin Liu LRM 82 7 0 28 Feb 2025
MedVLM-R1: Incentivizing Medical Reasoning Capability of Vision-Language Models (VLMs) via Reinforcement Learning Jiazhen Pan Che Liu Junde Wu Fenglin Liu Jiayuan Zhu Hongwei Bran Li Chen Chen Cheng Ouyang Daniel Rueckert LRM LM&MA VLM 117 24 0 26 Feb 2025
A Mousetrap: Fooling Large Reasoning Models for Jailbreak with Chain of Iterative Chaos Yang Yao Xuan Tong Ruofan Wang Yixu Wang Lujundong Li Liang Liu Yan Teng Yun Wang LRM 51 4 0 19 Feb 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 79 3 0 17 Feb 2025
SafeChain: Safety of Language Models with Long Chain-of-Thought Reasoning Capabilities Fengqing Jiang Zhangchen Xu Yuetai Li Luyao Niu Zhen Xiang Yue Liu Bill Yuchen Lin Radha Poovendran KELM ELM LRM 104 24 0 17 Feb 2025
A Tutorial on LLM Reasoning: Relevant Methods behind ChatGPT o1 Jun Wang LRM KELM 94 5 0 15 Feb 2025
MME-CoT: Benchmarking Chain-of-Thought in Large Multimodal Models for Reasoning Quality, Robustness, and Efficiency Dongzhi Jiang Renrui Zhang Ziyu Guo Yanwei Li Yu Qi ... Shen Yan Bo Zhang Chaoyou Fu Peng Gao Hongsheng Li MLLM LRM 106 30 0 13 Feb 2025
iVISPAR -- An Interactive Visual-Spatial Reasoning Benchmark for VLMs Julius Mayer Mohamad Ballout Serwan Jassim Farbod Nosrat Nezami Elia Bruni LRM 47 5 0 05 Feb 2025
MM-IQ: Benchmarking Human-Like Abstraction and Reasoning in Multimodal Models Huanqia Cai Yijun Yang Winston Hu LRM 36 8 0 02 Feb 2025
Can We Generate Images with CoT? Let's Verify and Reinforce Image Generation Step by Step Ziyu Guo Renrui Zhang Chengzhuo Tong Zhizheng Zhao Peng Gao Hongsheng Li Pheng-Ann Heng MoE LRM 60 35 0 23 Jan 2025
DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning DeepSeek-AI Daya Guo Dejian Yang Haowei Zhang Junxiao Song ... Shiyu Wang S. Yu Shunfeng Zhou Shuting Pan S.S. Li ReLM VLM OffRL AI4TS LRM 218 1,503 0 22 Jan 2025
Kimi k1.5: Scaling Reinforcement Learning with LLMs Kimi Team Angang Du Bofei Gao Bowei Xing Changjiu Jiang ... Zihao Huang Ziyao Xu Zhiyong Yang Zonghan Yang Zongyu Lin OffRL ALM AI4TS VLM LRM 181 250 0 22 Jan 2025
Can MLLMs Reason in Multimodality? EMMA: An Enhanced MultiModal ReAsoning Benchmark Yunzhuo Hao Jiawei Gu Huichen Will Wang Linjie Li Zhiyong Yang Lijuan Wang Yu Cheng LRM 47 30 0 10 Jan 2025
Enhancing the Reasoning Ability of Multimodal Large Language Models via Mixed Preference Optimization Weiyun Wang Zhe Chen Wenhai Wang Yue Cao Yangzhou Liu ... Jinguo Zhu X. Zhu Lewei Lu Yu Qiao Jifeng Dai LRM 92 65 1 15 Nov 2024
HybridFlow: A Flexible and Efficient RLHF Framework Guangming Sheng Chi Zhang Zilingfeng Ye Xibin Wu Wang Zhang Ru Zhang Size Zheng Haibin Lin Chuan Wu AI4CE 81 171 0 28 Sep 2024
Reasoning with Large Language Models, a Survey Aske Plaat Annie Wong Suzan Verberne Joost Broekens Niki van Stein Thomas Back OffRL LRM AI4CE ReLM 29 61 0 16 Jul 2024
We-Math: Does Your Large Multimodal Model Achieve Human-like Mathematical Reasoning? Runqi Qiao Qiuna Tan Guanting Dong Minhui Wu Chong Sun ... Yida Xu Muxi Diao Zhimin Bao Chen Li Honggang Zhang VLM LRM 67 45 0 01 Jul 2024
MLLMGuard: A Multi-dimensional Safety Evaluation Suite for Multimodal Large Language Models Tianle Gu Zeyang Zhou Kexin Huang Dandan Liang Yixu Wang ... Keqing Wang Yujiu Yang Yan Teng Yu Qiao Yingchun Wang ELM 69 17 0 11 Jun 2024
Self-Supervised Visual Preference Alignment Ke Zhu Liang Zhao Zheng Ge Xiangyu Zhang 58 13 0 16 Apr 2024
MM-MATH: Advancing Multimodal Math Evaluation with Process Evaluation and Fine-grained Classification Kai Sun Yushi Bai Ji Qi Lei Hou Juanzi Li LRM 35 19 0 07 Apr 2024
LLM as a Mastermind: A Survey of Strategic Reasoning with Large Language Models Yadong Zhang Shaoguang Mao Tao Ge Xun Wang Adrian de Wynter Yan Xia Wenshan Wu Ting Song Man Lan Furu Wei LRM 102 52 0 01 Apr 2024
MathVerse: Does Your Multi-modal LLM Truly See the Diagrams in Visual Math Problems? Renrui Zhang Dongzhi Jiang Yichi Zhang Haokun Lin Ziyu Guo ... Aojun Zhou Pan Lu Kai-Wei Chang Peng Gao Hongsheng Li 48 205 0 21 Mar 2024
Eyes Closed, Safety On: Protecting Multimodal LLMs via Image-to-Text Transformation Yunhao Gou Kai Chen Zhili Liu Lanqing Hong Hang Xu Zhenguo Li Dit-Yan Yeung James T. Kwok Yu Zhang MLLM 62 46 0 14 Mar 2024
Measuring Multimodal Mathematical Reasoning with MATH-Vision Dataset Ke Wang Junting Pan Weikang Shi Zimu Lu Mingjie Zhan Hongsheng Li 37 140 0 22 Feb 2024
OlympiadBench: A Challenging Benchmark for Promoting AGI with Olympiad-Level Bilingual Multimodal Scientific Problems Chaoqun He Renjie Luo Yuzhuo Bai Shengding Hu Zhen Leng Thai ... Yuxiang Zhang Jie Liu Lei Qi Zhiyuan Liu Maosong Sun ELM AIMat 69 205 0 21 Feb 2024
DeepSeekMath: Pushing the Limits of Mathematical Reasoning in Open Language Models Zhihong Shao Peiyi Wang Qihao Zhu Runxin Xu Jun-Mei Song ... Haowei Zhang Mingchuan Zhang Yiming Li Yu-Huan Wu Daya Guo ReLM LRM 77 953 0 05 Feb 2024
Safety of Multimodal Large Language Models on Images and Texts Xin Liu Yichen Zhu Yunshi Lan Chao Yang Yu Qiao 52 33 0 01 Feb 2024
MLLM-Protector: Ensuring MLLM's Safety without Hurting Performance Renjie Pi Tianyang Han Jianshu Zhang Yueqi Xie Rui Pan Qing Lian Hanze Dong Jipeng Zhang Tong Zhang AAML 48 64 0 05 Jan 2024
MathVista: Evaluating Mathematical Reasoning of Foundation Models in Visual Contexts Pan Lu Hritik Bansal Tony Xia Jiacheng Liu Chun-yue Li Hannaneh Hajishirzi Hao Cheng Kai-Wei Chang Michel Galley Jianfeng Gao LRM MLLM 72 541 0 03 Oct 2023
Aligning Large Multimodal Models with Factually Augmented RLHF Zhiqing Sun Sheng Shen Shengcao Cao Haotian Liu Chunyuan Li ... Liangyan Gui Yu-Xiong Wang Yiming Yang Kurt Keutzer Trevor Darrell VLM 79 351 0 25 Sep 2023
Efficient Memory Management for Large Language Model Serving with PagedAttention Woosuk Kwon Zhuohan Li Siyuan Zhuang Ying Sheng Lianmin Zheng Cody Hao Yu Joseph E. Gonzalez Haotong Zhang Ion Stoica VLM 115 2,049 0 12 Sep 2023
Llama 2: Open Foundation and Fine-Tuned Chat Models Hugo Touvron Louis Martin Kevin R. Stone Peter Albert Amjad Almahairi ... Sharan Narang Aurelien Rodriguez Robert Stojnic Sergey Edunov Thomas Scialom AI4MH ALM 206 11,636 0 18 Jul 2023
GPT-4 Technical Report OpenAI OpenAI OpenAI Josh Achiam Steven Adler Sandhini Agarwal Lama Ahmad ... Shengjia Zhao Tianhao Zheng Juntang Zhuang William Zhuk Barret Zoph LLMAG MLLM 644 13,788 0 15 Mar 2023
LLaMA: Open and Efficient Foundation Language Models Hugo Touvron Thibaut Lavril Gautier Izacard Xavier Martinet Marie-Anne Lachaux ... Faisal Azhar Aurelien Rodriguez Armand Joulin Edouard Grave Guillaume Lample ALM PILM 815 12,840 0 27 Feb 2023
Training language models to follow instructions with human feedback Long Ouyang Jeff Wu Xu Jiang Diogo Almeida Carroll L. Wainwright ... Amanda Askell Peter Welinder Paul Christiano Jan Leike Ryan J. Lowe OSLM ALM 694 12,525 0 04 Mar 2022
Inter-GPS: Interpretable Geometry Problem Solving with Formal Language and Symbolic Reasoning Pan Lu Ran Gong Shibiao Jiang Liang Qiu Siyuan Huang Xiaodan Liang Song-Chun Zhu AIMat LRM 35 223 0 10 May 2021
Rainbow: Combining Improvements in Deep Reinforcement Learning Matteo Hessel Joseph Modayil H. V. Hasselt Tom Schaul Georg Ostrovski Will Dabney Dan Horgan Bilal Piot M. G. Azar David Silver OffRL 94 2,255 0 06 Oct 2017
Proximal Policy Optimization Algorithms John Schulman Filip Wolski Prafulla Dhariwal Alec Radford Oleg Klimov OffRL 236 18,685 0 20 Jul 2017
Concrete Problems in AI Safety Dario Amodei C. Olah Jacob Steinhardt Paul Christiano John Schulman Dandelion Mané 147 2,371 0 21 Jun 2016