Title
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 48 0 0 30 Apr 2025
GenCLS++: Pushing the Boundaries of Generative Classification in LLMs Through Comprehensive SFT and RL Studies Across Diverse Datasets Mingqian He Fei Zhao Chonggang Lu Z. Liu Y. Wang Haofu Qian OffRL AI4TS VLM 61 0 0 28 Apr 2025
TrustGeoGen: Scalable and Formal-Verified Data Engine for Trustworthy Multi-modal Geometric Problem Solving Daocheng Fu Zijun Chen Renqiu Xia Qi Liu Yuan Feng ... Peng Gao Junchi Yan Botian Shi Bo Zhang Yu Qiao 28 0 0 22 Apr 2025
Video-MMLU: A Massive Multi-Discipline Lecture Understanding Benchmark Enxin Song Wenhao Chai Weili Xu Jianwen Xie Yuxuan Liu Gaoang Wang 54 0 0 20 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 38 0 0 17 Apr 2025
VCR-Bench: A Comprehensive Evaluation Framework for Video Chain-of-Thought Reasoning Yukun Qi Yiming Zhao Y. Zeng Xikun Bao W. R. Huang Lin Yen-Chen Zehui Chen Jie Zhao Zhongang Qi Feng Zhao LRM 40 0 0 10 Apr 2025
OmniCaptioner: One Captioner to Rule Them All Yiting Lu Jiakang Yuan Zhen Li Shitian Zhao Qi Qin ... Lei Bai Zhibo Chen Peng Gao Bo Zhang Peng Gao MLLM 76 0 0 09 Apr 2025
StyleMotif: Multi-Modal Motion Stylization using Style-Content Cross Fusion Ziyu Guo Young Yoon Lee Joseph Liu Yizhak Ben-Shabat Victor Zordan Mubbasir Kapadia DiffM VGen 61 0 0 27 Mar 2025
Mind with Eyes: from Language Reasoning to Multimodal Reasoning Zhiyu Lin Yifei Gao Xian Zhao Yunfan Yang Jitao Sang LRM 39 1 0 23 Mar 2025
Grounded Chain-of-Thought for Multimodal Large Language Models Qiong Wu Xiangcong Yang Yiyi Zhou Chenxin Fang Baiyang Song Xiaoshuai Sun Rongrong Ji LRM 64 1 0 17 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 69 7 0 16 Mar 2025
VERIFY: A Benchmark of Visual Explanation and Reasoning for Investigating Multimodal Reasoning Fidelity Jing Bi Junjia Guo Susan Liang Guangyu Sun Luchuan Song ... Jinxi He Jiarui Wu A. Vosoughi C. L. P. Chen Chenliang Xu LRM 56 1 0 14 Mar 2025
HybridVLA: Collaborative Diffusion and Autoregression in a Unified Vision-Language-Action Model Jiaming Liu Hao Chen Pengju An Zhuoyang Liu Renrui Zhang ... Chengkai Hou Mengdi Zhao KC alex Zhou Pheng-Ann Heng S. Zhang 58 5 0 13 Mar 2025
SciVerse: Unveiling the Knowledge Comprehension and Visual Reasoning of LMMs on Multi-modal Scientific Problems Ziyu Guo Ray Zhang Hao Chen Jialin Gao Dongzhi Jiang Jiaze Wang Pheng-Ann Heng 42 2 0 13 Mar 2025
PiSA: A Self-Augmented Data Engine and Training Strategy for 3D Understanding with Large Models Zilu Guo Hongbin Lin Zhihao Yuan C. Zheng Pengshuo Qiu Dongzhi Jiang Renrui Zhang Chun-Mei Feng Zhen Li MLLM 3DV 77 1 0 13 Mar 2025
ProJudge: A Multi-Modal Multi-Discipline Benchmark and Instruction-Tuning Dataset for MLLM-based Process Judges Jiaxin Ai Pengfei Zhou Zhaopan Xu Ming Li Fanrui Zhang ... Jianwen Sun Yukang Feng Baojin Huang Zhongyuan Wang K. Zhang ELM 46 0 0 09 Mar 2025
MMIE: Massive Multimodal Interleaved Comprehension Benchmark for Large Vision-Language Models Peng Xia Siwei Han Shi Qiu Yiyang Zhou Zhaoyang Wang ... Chenhang Cui Mingyu Ding Linjie Li Lijuan Wang Huaxiu Yao 29 10 0 14 Oct 2024