Title
PeRL: Permutation-Enhanced Reinforcement Learning for Interleaved Vision-Language Reasoning Yizhen Zhang Yang Ding Shuoshuo Zhang Xinchen Zhang Haoling Li ... Jie Wu Lei Ji Yelong Shen Y. Yang Yeyun Gong OffRL VLM LRM 24 0 0 17 Jun 2025
Metis-RISE: RL Incentivizes and SFT Enhances Multimodal Reasoning Model Learning Haibo Qiu X. Lan Fanfan Liu Xiaohu Sun Delian Ruan Peng Shi Lin Ma ReLM OffRL LRM 35 0 0 16 Jun 2025
Evaluating Cell Type Inference in Vision Language Models Under Varying Visual Context Samarth Singhal Sandeep Singhal VLM 19 0 0 15 Jun 2025
VLM@school -- Evaluation of AI image understanding on German middle school knowledge René Peinl Vincent Tischler CoGe VLM 37 0 0 13 Jun 2025
Athena: Enhancing Multimodal Reasoning with Data-efficient Process Reward Models Shuai Wang Zhenhua Liu Jiaheng Wei Xuanwu Yin Dong Li E. Barsoum LRM 80 0 0 11 Jun 2025
FlagEvalMM: A Flexible Framework for Comprehensive Multimodal Model Evaluation Zheqi He Yesheng Liu Jing-shu Zheng Xuejing Li Richeng Xuan Jin-Ge Yao Xi Yang Xi Yang MLLM VLM 44 0 0 10 Jun 2025
Mimicking or Reasoning: Rethinking Multi-Modal In-Context Learning in Vision-Language Models Chengyue Huang Yuchen Zhu Sichen Zhu Jingyun Xiao Moises Andrade Shivang Chopra Z. Kira ReLM VLM LRM 15 0 0 09 Jun 2025
Vision Transformers Don't Need Trained Registers Nick Jiang Amil Dravid Alexei A. Efros Yossi Gandelsman 35 0 0 09 Jun 2025
DriveAction: A Benchmark for Exploring Human-like Driving Decisions in VLA Models Yuhan Hao Zhengning Li Lei Sun Weilong Wang Naixin Yi ... Caihong Qin Mofan Zhou Yifei Zhan Peng Jia Xianpeng Lang VLM 42 0 0 06 Jun 2025
HMVLM: Multistage Reasoning-Enhanced Vision-Language Model for Long-Tailed Driving Scenarios Daming Wang Yuhao Song Zijian He Kangliang Chen Xing Pan Lu Deng Weihao Gu VLM LRM 88 0 0 06 Jun 2025
When Semantics Mislead Vision: Mitigating Large Multimodal Models Hallucinations in Scene Text Spotting and Understanding Yan Shu Hangui Lin Yexin Liu Yan Zhang Gangyan Zeng Yan Li Yu Zhou Ser-Nam Lim Harry Yang N. Sebe MLLM VLM 49 0 0 05 Jun 2025
Perceptual Decoupling for Scalable Multi-modal Reasoning via Reward-Optimized Captioning Yunhao Gou Kai Chen Zhili Liu Lanqing Hong Xin Jin Zhenguo Li James T. Kwok Yu Zhang LRM 96 0 0 05 Jun 2025
Can Vision Language Models Infer Human Gaze Direction? A Controlled Study Zory Zhang Pinyuan Feng Bingyang Wang Tianwei Zhao Suyang Yu Qingying Gao Hokin Deng Ziqiao Ma Yijiang Li Dezhi Luo 20 0 0 04 Jun 2025
Argus Inspection: Do Multimodal Large Language Models Possess the Eye of Panoptes? Yang Yao Lingyu Li Jiaxin Song Chiyu Chen Zhenqi He ... Xin Wang Tianle Gu Jie Li Yan Teng Yingchun Wang LRM 17 0 0 03 Jun 2025
Improve MLLM Benchmark Efficiency through Interview Farong Wen Yijin Guo Junying Wang Jiaohao Xiao Yingjie Zhou Chunyi Li Zicheng Zhang Guangtao Zhai MLLM 28 0 0 01 Jun 2025
GThinker: Towards General Multimodal Reasoning via Cue-Guided Rethinking Yufei Zhan Ziheng Wu Yousong Zhu Rongkun Xue Ruipu Luo ... Zhentao He Zheming Yang Ming Tang Minghui Qiu Jinqiao Wang MLLM ReLM LRM 50 0 0 01 Jun 2025
Generic Token Compression in Multimodal Large Language Models from an Explainability Perspective Lei Lei Jie Gu Xiaokang Ma Chu Tang Jingmin Chen Tong Xu 43 1 0 01 Jun 2025
Infi-Med: Low-Resource Medical MLLMs with Robust Reasoning Evaluation Zeyu Liu Zhitian Hou Yining Di Kejing Yang Zhijie Sang ... Siyuan Liu Jialu Wang Chunming Li Ming Li Hongxia Yang LM&MA LRM 15 0 0 29 May 2025
VideoReasonBench: Can MLLMs Perform Vision-Centric Complex Video Reasoning? Y. Liu Kun Ouyang Haoning Wu Yi Liu Lin Sui Xinhao Li Y. Zhong Y. Charles Xinyu Zhou Xu Sun VLM LRM 90 0 0 29 May 2025
MMSI-Bench: A Benchmark for Multi-Image Spatial Intelligence Sihan Yang Runsen Xu Yiman Xie Sizhe Yang Mo Li ... Haodong Duan Xiangyu Yue Dahua Lin Tai Wang Jiangmiao Pang VLM LRM 53 1 0 29 May 2025
mRAG: Elucidating the Design Space of Multi-modal Retrieval-Augmented Generation Chan-wei Hu Yueqi Wang Shuo Xing Chia-Ju Chen Zhengzhong Tu 3DV 15 1 0 29 May 2025
NegVQA: Can Vision Language Models Understand Negation? Yuhui Zhang Yuchang Su Yiming Liu Serena Yeung-Levy MLLM CoGe 45 0 0 28 May 2025
Sherlock: Self-Correcting Reasoning in Vision-Language Models Yi Ding Ruqi Zhang ReLM LRM VLM 104 0 0 28 May 2025
AutoJudger: An Agent-Driven Framework for Efficient Benchmarking of MLLMs Xuanwen Ding Chengjun Pan Zejun Li Jiwen Zhang Siyuan Wang Zhongyu Wei 59 0 0 27 May 2025
SATORI-R1: Incentivizing Multimodal Reasoning with Spatial Grounding and Verifiable Rewards Chuming Shen Wei Wei Xiaoye Qu Yu Cheng LRM 185 1 0 25 May 2025
Don't Look Only Once: Towards Multimodal Interactive Reasoning with Selective Visual Revisitation Jiwan Chung Junhyeok Kim Siyeol Kim Jaeyoung Lee Min Soo Kim Youngjae Yu LRM 95 0 0 24 May 2025
U2-BENCH: Benchmarking Large Vision-Language Models on Ultrasound Understanding Anjie Le Henan Liu Yue Wang Zhenyu Liu Rongkun Zhu ... Alison Noble Jacques Souquet Xiaoqing Guo Manxi Lin Hongcheng Guo LM&MA ELM VLM 68 0 0 23 May 2025
Co-Reinforcement Learning for Unified Multimodal Understanding and Generation Jingjing Jiang Chongjie Si Jun Luo Hanwang Zhang Chao Ma 180 0 0 23 May 2025
RBench-V: A Primary Assessment for Visual Reasoning Models with Multi-modal Outputs Meng-Hao Guo Xuanyu Chu Qianrui Yang Zhe-Han Mo Yiqing Shen ... Kiyohiro Nakayama Zhengyang Geng Houwen Peng Han Hu Shi-Min Hu LRM 197 0 0 22 May 2025
SophiaVL-R1: Reinforcing MLLMs Reasoning with Thinking Reward Kaixuan Fan Kaituo Feng Haoming Lyu Dongzhan Zhou Xiangyu Yue ReLM LRM 131 0 0 22 May 2025
R1-ShareVL: Incentivizing Reasoning Capability of Multimodal Large Language Models via Share-GRPO Huanjin Yao Qixiang Yin Jingyi Zhang Min Yang Yibo Wang ... Fei Su Li Shen Minghui Qiu Dacheng Tao Jiaxing Huang LRM 72 0 0 22 May 2025
OViP: Online Vision-Language Preference Learning Shujun Liu Siyuan Wang Zejun Li Jianxiang Wang Cheng Zeng Zhongyu Wei MLLM VLM 76 0 0 21 May 2025
NeSyGeo: A Neuro-Symbolic Framework for Multimodal Geometric Reasoning Data Generation Weiming Wu Zi-kang Wang Jin Ye Zhi Zhou Yu-Feng Li Lan-Zhe Guo LRM 65 0 0 21 May 2025
Dual Precision Quantization for Efficient and Accurate Deep Neural Networks Inference Tomer Gafni Asaf Karnieli Yair Hanani MQ 74 0 0 20 May 2025
ViC-Bench: Benchmarking Visual-Interleaved Chain-of-Thought Capability in MLLMs with Free-Style Intermediate State Representations Xuecheng Wu Jiaxing Liu Danlei Huang Xiaoyu Li Yifan Wang Chen Chen Liya Ma Xuezhi Cao Junxiao Xue LRM 110 0 0 20 May 2025
CAD-Coder: An Open-Source Vision-Language Model for Computer-Aided Design Code Generation Anna C. Doris Md Ferdous Alam Amin Heyrani Nobari Faez Ahmed 80 0 0 20 May 2025
Patho-R1: A Multimodal Reinforcement Learning-Based Pathology Expert Reasoner Wenchuan Zhang Penghao Zhang Jingru Guo Tao Cheng Jie Chen Shuwan Zhang Zhang Zhang Yuhao Yi Hong Bu AI4TS LRM 141 0 0 16 May 2025
Flash-VL 2B: Optimizing Vision-Language Model Performance for Ultra-Low Latency and High Throughput Bo Zhang Shuo Li Runhe Tian Yang Yang Jixin Tang Jinhao Zhou Lin Ma VLM 74 0 0 14 May 2025
Prioritizing Image-Related Tokens Enhances Vision-Language Pre-Training Yiran Chen Hao Peng Tong Zhang Heng Ji VLM 79 0 0 13 May 2025
R-Bench: Graduate-level Multi-disciplinary Benchmarks for LLM & MLLM Complex Reasoning Evaluation Meng-Hao Guo Jiajun Xu Yi Zhang Jiaxi Song Haoyang Peng ... Yongming Rao Houwen Peng Han Hu Gordon Wetzstein Shi-Min Hu ELM LRM 125 4 0 04 May 2025
Perspective-Aware Reasoning in Vision-Language Models via Mental Imagery Simulation Phillip Y. Lee Jihyeon Je Chanho Park Mikaela Angelina Uy Leonidas Guibas Minhyuk Sung LRM 113 3 0 24 Apr 2025
RePOPE: Impact of Annotation Errors on the POPE Benchmark Yannic Neuhaus Matthias Hein 71 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 124 6 0 20 Apr 2025
Consensus Entropy: Harnessing Multi-VLM Agreement for Self-Verifying and Self-Improving OCR Yize Zhang Tianyi Liang Xinyue Huang Erfei Cui Xu Guo Pei Chu Chenhui Li Ru Zhang Wenhai Wang Gongshen Liu 348 0 0 15 Apr 2025
InternVL3: Exploring Advanced Training and Test-Time Recipes for Open-Source Multimodal Models Jinguo Zhu Weiyun Wang Zhe Chen Ziwei Liu Shenglong Ye ... Dahua Lin Yu Qiao Jifeng Dai Wenhai Wang Wei Wang MLLM VLM 221 132 1 14 Apr 2025
Pixel-SAIL: Single Transformer For Pixel-Grounded Understanding Tao Zhang Xuelong Li Zilong Huang Yuchen Li Weixian Lei XueQing Deng Shihao Chen S. Ji Jiashi Feng MLLM LRM 143 5 0 14 Apr 2025
FUSION: Fully Integration of Vision-Language Representations for Deep Cross-Modal Understanding Zheng Liu Mengjie Liu Jianfei Chen Jingwei Xu Tengjiao Wang Zeang Sheng Wentao Zhang MLLM 153 1 0 14 Apr 2025
The Scalability of Simplicity: Empirical Analysis of Vision-Language Learning with a Single Transformer Weixian Lei Jiacong Wang Haochen Wang Xuelong Li Jun Hao Liew Jiashi Feng Zilong Huang 74 5 0 14 Apr 2025
Resampling Benchmark for Efficient Comprehensive Evaluation of Large Vision-Language Models Teppei Suzuki Keisuke Ozawa VLM 180 0 0 14 Apr 2025
MM-IFEngine: Towards Multimodal Instruction Following Shengyuan Ding Shenxi Wu Xiangyu Zhao Yuhang Zang Haodong Duan Xiaoyi Dong Pan Zhang Yuhang Cao Dahua Lin Jiaqi Wang OffRL 153 5 0 10 Apr 2025