Title
Shadow-FT: Tuning Instruct via Base Taiqiang Wu Runming Yang Jiayi Li Pengfei Hu Ngai Wong Yujiu Yang 5 0 0 19 May 2025
MindOmni: Unleashing Reasoning Generation in Vision Language Models with RGPO Yicheng Xiao Lin Song Yukang Chen Yingmin Luo Yuxin Chen Yukang Gan Wei Huang Xiu Li Xiaojuan Qi Ying Shan LRM 5 0 0 19 May 2025
Observe-R1: Unlocking Reasoning Abilities of MLLMs with Dynamic Progressive Reinforcement Learning Zirun Guo Minjie Hong Tao Jin OffRL LRM 0 0 0 18 May 2025
LogicOCR: Do Your Large Multimodal Models Excel at Logical Reasoning on Text-Rich Images? Maoyuan Ye Jing Zhang Juhua Liu Bo Du Dacheng Tao LRM 0 0 0 18 May 2025
Top-Down Compression: Revisit Efficient Vision Token Projection for Visual Instruction Tuning Bonan Li Zicheng Zhang Songhua Liu Weihao Yu Xinchao Wang VLM 0 0 0 17 May 2025
When AI Co-Scientists Fail: SPOT-a Benchmark for Automated Verification of Scientific Research Guijin Son Jiwoo Hong Honglu Fan Heejeong Nam Hyunwoo Ko ... Jinyeop Song Jinha Choi Gonçalo Paulo Youngjae Yu Stella Biderman 0 0 0 17 May 2025
IQBench: How "Smart'' Are Vision-Language Models? A Study with Human IQ Tests Tan-Hanh Pham Phu-Vinh Nguyen Dang The Hung Bui Trong Duong Vu Nguyen Thanh Chris Ngo Tri Quang Truong Truong-Son Hy ReLM CoGe VLM LRM 0 0 0 17 May 2025
VisionReasoner: Unified Visual Perception and Reasoning via Reinforcement Learning Yuqi Liu Tianyuan Qu Zhisheng Zhong Bohao Peng Shu-Lin Liu Bei Yu Jiaya Jia VLM LRM 21 0 0 17 May 2025
Visual Planning: Let's Think Only with Images Yi Xu Chengzu Li Han Zhou Xingchen Wan Caiqi Zhang Anna Korhonen Ivan Vulić LM&Ro LRM 7 0 0 16 May 2025
TCC-Bench: Benchmarking the Traditional Chinese Culture Understanding Capabilities of MLLMs Pengju Xu Yan Wang S. Zhang Xuan Zhou Xin Li ... Fengzhao Li Shuigeng Zhou X. Wang Yi Zhang Haiying Zhao VLM 12 0 0 16 May 2025
Human-Aligned Bench: Fine-Grained Assessment of Reasoning Ability in MLLMs vs. Humans Yansheng Qiu Li Xiao Zhaopan Xu Pengfei Zhou Zheng Wang Kaipeng Zhang ELM LRM 12 0 0 16 May 2025
Exploring Implicit Visual Misunderstandings in Multimodal Large Language Models through Attention Analysis Pengfei Wang Guohai Xu Weinong Wang Junjie Yang Jie Lou Yunhua Xue 24 0 0 15 May 2025
Bias and Generalizability of Foundation Models across Datasets in Breast Mammography Germani Elodie Selin Türk Ilayda Zeineddine Fatima Mourad Charbel Shadi Albarqouni AI4CE 24 0 0 14 May 2025
Zero-Shot Multi-modal Large Language Model v.s. Supervised Deep Learning: A Comparative Study on CT-Based Intracranial Hemorrhage Subtyping Yinuo Wang Yue Zeng Kai Chen Cai Meng Chao Pan Zhouping Tang 16 0 0 14 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 30 0 0 14 May 2025
Visual Instruction Tuning with Chain of Region-of-Interest Yixin Chen Shuai Zhang Boran Han Bernie Wang 26 0 0 11 May 2025
Arrow-Guided VLM: Enhancing Flowchart Understanding via Arrow Direction Encoding Takamitsu Omasa Ryo Koshihara Masumi Morishige 24 0 0 09 May 2025
TokLIP: Marry Visual Tokens to CLIP for Multimodal Comprehension and Generation Haokun Lin Teng Wang Yixiao Ge Yuying Ge Zhichao Lu Ying Wei Qingfu Zhang Zhenan Sun Ying Shan MLLM VLM 70 0 0 08 May 2025
G-FOCUS: Towards a Robust Method for Assessing UI Design Persuasiveness Jaehyun Jeon Janghan Yoon Minsoo Kim Sumin Shim Yejin Choi Hanbin Kim Youngjae Yu AAML 47 0 0 08 May 2025
Multi-Agent System for Comprehensive Soccer Understanding Jiayuan Rao Z. Li Haoning Wu Yuyao Zhang Yanfeng Wang Weidi Xie LLMAG 51 0 0 06 May 2025
X-Reasoner: Towards Generalizable Reasoning Across Modalities and Domains Qianchu Liu Sheng Zhang Guanghui Qin Timothy Ossowski Yu Gu ... Sam Preston Mu-Hsin Wei Paul Vozila Tristan Naumann Hoifung Poon OOD LRM VLM 59 1 0 06 May 2025
Ming-Lite-Uni: Advancements in Unified Architecture for Natural Multimodal Interaction Biao Gong Cheng Zou Dandan Zheng Hu Yu Jingdong Chen ... Qingpei Guo Rui Liu Weilong Chai Xinyu Xiao Ziyuan Huang MLLM 79 1 0 05 May 2025
Unified Multimodal Understanding and Generation Models: Advances, Challenges, and Opportunities Xuzhi Zhang Jintao Guo Shanshan Zhao Minghao Fu Lunhao Duan Guo-Hua Wang Qing-Guo Chen Zhao Xu Weihua Luo Kaifu Zhang DiffM 74 0 0 05 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 60 2 0 04 May 2025
Towards Artificial Intelligence Research Assistant for Expert-Involved Learning Tianyu Liu Simeng Han Xiao Luo Haoyu Wang Pan Lu ... Arman Cohan Hua Xu Mark B. Gerstein James Zou Hongyu Zhao 39 0 0 03 May 2025
Zoomer: Adaptive Image Focus Optimization for Black-box MLLM Jiaxu Qian Chendong Wang Yuqing Yang Chaoyun Zhang Huiqiang Jiang ... Saravan Rajmohan Dongmei Zhang Yifan Yang Qi Zhang Lili Qiu VLM 84 0 0 30 Apr 2025
Reinforced MLLM: A Survey on RL-Based Reasoning in Multimodal Large Language Models Guanghao Zhou Panjia Qiu Cheng Chen J. Wang Zheming Yang Jian Xu Minghui Qiu OffRL LRM 58 1 0 30 Apr 2025
UniversalRAG: Retrieval-Augmented Generation over Corpora of Diverse Modalities and Granularities Woongyeong Yeo Kangsan Kim Soyeong Jeong Jinheon Baek Sung Ju Hwang 54 1 0 29 Apr 2025
Weaving Context Across Images: Improving Vision-Language Models through Focus-Centric Visual Chains J. A. Zhang Chuanqi Cheng Yong-Jin Liu Wei Liu Jian Luan Rui Yan 27 1 0 28 Apr 2025
Platonic Grounding for Efficient Multimodal Language Models Moulik Choraria Xinbo Wu Akhil Bhimaraju Nitesh Sekhar Yue Wu Xu Zhang Prateek Singhal L. Varshney 59 0 0 27 Apr 2025
HRScene: How Far Are VLMs from Effective High-Resolution Image Understanding? Yusen Zhang Wenliang Zheng Aashrith Madasu Peng Shi Ryo Kamoi ... Ranran Haoran Zhang Avitej Iyer Renze Lou Wenpeng Yin Rui Zhang 68 0 0 25 Apr 2025
Benchmarking Multimodal Mathematical Reasoning with Explicit Visual Dependency Zhikai Wang Jiashuo Sun Wenbo Zhang Zhiqiang Hu Xin Li F. Wang Deli Zhao VLM LRM 75 0 0 24 Apr 2025
Skywork R1V2: Multimodal Hybrid Reinforcement Learning for Reasoning Chris Yichen Wei Yi Peng Xuben Wang Weijie Qiu ... Jianhao Zhang Y. Hao Xuchen Song Yang Liu Yahui Zhou OffRL AI4TS SyDa LRM VLM 79 0 0 23 Apr 2025
Vision-Language Models Are Not Pragmatically Competent in Referring Expression Generation Ziqiao Ma Jing Ding Xuejun Zhang Dezhi Luo Jiahe Ding Sihan Xu Yuchen Huang Run Peng Joyce Chai 51 0 0 22 Apr 2025
VisuLogic: A Benchmark for Evaluating Visual Reasoning in Multi-modal Large Language Models Weiye Xu Jun Wang Weiyun Wang Zhe Chen Wengang Zhou ... Xiaohua Wang Xizhou Zhu Wenhai Wang Jifeng Dai Jinguo Zhu VLM LRM 55 1 0 21 Apr 2025
IV-Bench: A Benchmark for Image-Grounded Video Perception and Reasoning in Multimodal LLMs David Ma Yuhang Zhang J. Ren Jarvis Guo Yifan Yao ... Shiwen Ni Jing Liu Wenhao Huang Ge Zhang Xiaojie Jin VLM 40 0 0 21 Apr 2025
Seeing from Another Perspective: Evaluating Multi-View Understanding in MLLMs Chun-Hsiao Yeh Chenyu Wang Shengbang Tong Ta-Ying Cheng Rouyu Wang Tianzhe Chu Yuexiang Zhai Yubei Chen Shenghua Gao Yi Ma LRM 66 0 0 21 Apr 2025
Video-MMLU: A Massive Multi-Discipline Lecture Understanding Benchmark Enxin Song Wenhao Chai Weili Xu Jianwen Xie Yuxuan Liu Gaoang Wang 62 0 0 20 Apr 2025
Know Me, Respond to Me: Benchmarking LLMs for Dynamic User Profiling and Personalized Responses at Scale Bowen Jiang Zhuoqun Hao Y. Cho B. Li Yuan Yuan Sihao Chen Lyle Ungar Camillo J Taylor Dan Roth 44 0 0 19 Apr 2025
GeoSense: Evaluating Identification and Application of Geometric Principles in Multimodal Reasoning Liangyu Xu Yingxiu Zhao J. Wang Yingyao Wang Bu Pi ... Jihao Gu X. Li Xiaoyong Zhu Jun Song Jian Xu LRM 165 1 0 17 Apr 2025
Evaluating Menu OCR and Translation: A Benchmark for Aligning Human and Automated Evaluations in Large Vision-Language Models Zhanglin Wu Tengfei Song Ning Xie Mengli Zhu Weidong Zhang ... Pengfei Li Chong Li Junhao Zhu Hao Yang Shiliang Sun 41 2 0 16 Apr 2025
FLIP Reasoning Challenge Andreas Plesner Turlan Kuzhagaliyev Roger Wattenhofer AAML VLM LRM 78 0 0 16 Apr 2025
Benchmarking Vision Language Models on German Factual Data René Peinl Vincent Tischler CoGe 66 0 0 15 Apr 2025
Resampling Benchmark for Efficient Comprehensive Evaluation of Large Vision-Language Models Teppei Suzuki Keisuke Ozawa VLM 46 0 0 14 Apr 2025
AgMMU: A Comprehensive Agricultural Multimodal Understanding and Reasoning Benchmark Aruna Gauba Irene Pi Yunze Man Ziqi Pang Vikram S. Adve Yu-Xiong Wang 128 0 0 14 Apr 2025
TAMP: Token-Adaptive Layerwise Pruning in Multimodal Large Language Models Jaewoo Lee Keyang Xuan Chanakya Ekbote Sandeep Polisetty Yi Ren Fung Paul Pu Liang VLM 37 0 0 14 Apr 2025
COUNTS: Benchmarking Object Detectors and Multimodal Large Language Models under Distribution Shifts Jiansheng Li Xingxuan Zhang Hao Zou Yige Guo Renzhe Xu Yilong Liu Chuzhao Zhu Yue He Peng Cui VLM 42 0 0 14 Apr 2025
InternVL3: Exploring Advanced Training and Test-Time Recipes for Open-Source Multimodal Models Jinguo Zhu Weiyun Wang Zhe Chen Z. Liu Shenglong Ye ... Dahua Lin Yu Qiao Jifeng Dai Wenhai Wang Wei Wang MLLM VLM 70 15 1 14 Apr 2025
Mavors: Multi-granularity Video Representation for Multimodal Large Language Model Yang Shi Jiaheng Liu Yushuo Guan Zhikai Wu Yuyao Zhang ... Bohan Zeng Wei Zhang Fuzheng Zhang Wenjing Yang Di Zhang VGen VLM 73 0 0 14 Apr 2025
FUSION: Fully Integration of Vision-Language Representations for Deep Cross-Modal Understanding Zheng Liu Mengjie Liu Jianfei Chen Jingwei Xu Bin Cui Conghui He Wentao Zhang MLLM 59 0 0 14 Apr 2025