Title
DIQ-H: Evaluating Hallucination Persistence in VLMs Under Temporal Visual Degradation Zexin Lin Hawen Wan Yebin Zhong Xiaoqiang VLM 144 0 0 03 Dec 2025
MemVerse: Multimodal Memory for Lifelong Learning Agents J. Liu Yifei Sun Weihua Cheng Haodong Lei Yirong Chen ... Nianchen Deng Yi Yu Shuyue Hu Botian Shi Ding Wang KELM 150 1 0 03 Dec 2025
See, Think, Learn: A Self-Taught Multimodal Reasoner Sourabh Sharma Sonam Gupta Sadbhawna ReLM LRM VLM 209 0 0 02 Dec 2025
Mitigating Intra- and Inter-modal Forgetting in Continual Learning of Unified Multimodal Models Xiwen Wei Mustafa Munir R. Marculescu CLL 251 0 0 02 Dec 2025
OneThinker: All-in-one Reasoning Model for Image and Video Kaituo Feng M. Zhang Hongyu Li Kaixuan Fan Shuang Chen ... Haoze Sun Yan Feng Peng Pei Xunliang Cai Xiangyu Yue OffRL MLLM VLM LRM 635 3 0 02 Dec 2025
Lost in Modality: Evaluating the Effectiveness of Text-Based Membership Inference Attacks on Large Multimodal Models Ziyi Tong Feifei Sun Le Minh Nguyen 8 0 0 02 Dec 2025
FiMMIA: scaling semantic perturbation-based membership inference across modalities Anton A. Emelyanov Sergei Kudriashov Alena Fenogenova 116 0 0 02 Dec 2025
Script: Graph-Structured and Query-Conditioned Semantic Token Pruning for Multimodal Large Language Models Zhongyu Yang Dannong Xu Wei Pang Yingfang Yuan VLM 180 0 0 01 Dec 2025
PhyDetEx: Detecting and Explaining the Physical Plausibility of T2V Models Zeqing Wang Keze Wang Lei Zhang VGen 104 0 0 01 Dec 2025
Comparative Analysis of 47 Context-Based Question Answer Models Across 8 Diverse Datasets Muhammad Muneeb David B. Ascher Ahsan Baidar Bakht 48 0 0 29 Nov 2025
Better, Stronger, Faster: Tackling the Trilemma in MLLM-based Segmentation with Simultaneous Textual Mask Prediction Jiazhen Liu Mingkuan Feng Long Chen 68 0 0 29 Nov 2025
AgriCoT: A Chain-of-Thought Benchmark for Evaluating Reasoning in Vision-Language Models for Agriculture Yibin Wen Qingmei Li Zi Ye Jiarui Zhang Jing Wu ... Yang Zhang Lingyuan Zhao Haohuan Fu Huang Jianxi Juepeng Zheng ReLM LRM 160 0 0 28 Nov 2025
A Rosetta Stone for AI Benchmarks A. Ho Jean-Stanislas Denain David Atanasov Samuel Albanie Rohin Shah ELM 248 0 0 28 Nov 2025
EM-KD: Distilling Efficient Multimodal Large Language Model with Unbalanced Vision Tokens Ze Feng Sen Yang Boqiang Duan Wankou Yang Jingdong Wang VLM 157 0 0 26 Nov 2025
LocateAnything3D: Vision-Language 3D Detection with Chain-of-Sight Yunze Man S. S. Wang Guowen Zhang Johan Bjorck Zhiqi Li Liang-Yan Gui Jim Fan Jan Kautz Yu Wang Zhiding Yu 121 0 0 25 Nov 2025
M $^3$ Prune: Hierarchical Communication Graph Pruning for Efficient Multi-Modal Multi-Agent Retrieval-Augmented Generation Weizi Shao Taolin Zhang Zijie Zhou Chen Chen C. Wang Xiaofeng He 68 0 0 25 Nov 2025
Harmonious Parameter Adaptation in Continual Visual Instruction Tuning for Safety-Aligned MLLMs Z. J. Wang Chang Che Qi Wang Hui Ma Zenglin Shi Cees G. M. Snoek Meng Wang CLL 192 0 0 25 Nov 2025
Object-Centric Vision Token Pruning for Vision Language Models Guangyuan Li R. Zhao Jinhong Deng Yanbo Wang Joni Pajarinen VLM 160 0 0 25 Nov 2025
INTERLACE: Interleaved Layer Pruning and Efficient Adaptation in Large Vision-Language Models Parsa Madinei Ryan Solgi Ziqi Wen Jonathan Skaza Miguel P. Eckstein Ramtin Pedarsani VLM 165 0 0 24 Nov 2025
Parallel Vision Token Scheduling for Fast and Accurate Multimodal LMMs Inference Wengyi Zhan Mingbao Lin Zhihang Lin Rongrong Ji MLLM VLM LRM 215 0 0 24 Nov 2025
Cross Domain Evaluation of Multimodal Chain-of-Thought Reasoning of different datasets into the Amazon CoT Framework Nitya Tiwari Parv Maheshwari Vidisha Agarwal LRM 96 0 0 24 Nov 2025
BackdoorVLM: A Benchmark for Backdoor Attacks on Vision-Language Models Juncheng Li Y. Li Hanxun Huang Yunhao Chen Xin Wang Yixu Wang Xingjun Ma Yu-Gang Jiang MLLM AAML VLM 184 0 0 24 Nov 2025
Chain-of-Visual-Thought: Teaching VLMs to See and Think Better with Continuous Visual Tokens Yiming Qin Bomin Wei Jiaxin Ge Konstantinos Kallidromitis Stephanie Fu Trevor Darrell Xudong Wang LRM VLM 180 0 0 24 Nov 2025
Scaling Agentic Reinforcement Learning for Tool-Integrated Reasoning in VLMs Meng Lu Ran Xu Yi Fang Wenxuan Zhang Yue Yu ... Guanghua Xiao Hanrui Wang Di Jin W. Shi Xuan Wang LRM 120 0 0 24 Nov 2025
VADE: Variance-Aware Dynamic Sampling via Online Sample-Level Difficulty Estimation for Multimodal RL Zengjie Hu Jiantao Qiu Tianyi Bai Haojin Yang Binhang Yuan Qi Jing Conghui He Wentao Zhang OffRL 210 0 0 24 Nov 2025
Self-Empowering VLMs: Achieving Hierarchical Consistency via Self-Elicited Knowledge Distillation Wei Yang Yiran Zhu Zilin Li Xunjia Zhang Hongtao Wang VLM 116 0 0 23 Nov 2025
FastMMoE: Accelerating Multimodal Large Language Models through Dynamic Expert Activation and Routing-Aware Token Pruning Guoyang Xia Yifeng Ding Fengfa Li Lei Ren Wei Chen Fangxiang Feng Xiaojie Wang MoE VLM 180 0 0 22 Nov 2025
The PLLuM Instruction Corpus Piotr Pęzik Filip Żarnecki Konrad Kaczyñski A. Cichosz Zuzanna Deckert ... Konrad Wojtasik Arkadiusz Janz P. Kazienko Julia Moska Jan Kocoñ 88 0 0 21 Nov 2025
Downscaling Intelligence: Exploring Perception and Reasoning Bottlenecks in Small Multimodal Models Mark Endo Serena Yeung-Levy LRM 233 0 0 21 Nov 2025
EvoLMM: Self-Evolving Large Multimodal Models with Continuous Rewards Omkar Thawakar Shravan Venkatraman Ritesh Thawkar Abdelrahman M. Shaker Hisham Cholakkal Rao Muhammad Anwer Salman Khan Fahad A Khan SyDa LRM VLM 313 2 0 20 Nov 2025
Learning to Think Fast and Slow for Visual Language Models Chenyu Lin Cheng Chi Jinlin Wu Sharon Li Kaiyang Zhou ReLM VLM 225 0 0 20 Nov 2025
Q-MLLM: Vector Quantization for Robust Multimodal Large Language Model Security Wei Zhao Zhe Li Yige Li Jun Sun AAML 96 0 0 20 Nov 2025
Parameter Importance-Driven Continual Learning for Foundation Models LingXiang Wang Hainan Zhang Zhiming Zheng KELM CLL 455 0 0 19 Nov 2025
A Comprehensive Study on Visual Token Redundancy for Discrete Diffusion-based Multimodal Large Language Models Duo Li Zuhao Yang Xiaoqin Zhang Ling Shao Shijian Lu VLM 146 1 0 19 Nov 2025
Multimodal Evaluation of Russian-language Architectures Artem Chervyakov Ulyana Isaeva Anton A. Emelyanov Artem Safin Maria Tikhonova ... Ilseyar Alimova Ilseyar Alimova A. Kapitanov Alena Fenogenova Alena Fenogenova 290 1 0 19 Nov 2025
Zero-Training Task-Specific Model Synthesis for Few-Shot Medical Image Classification Yao Qin Yangyang Yan YuanChao Yang Jinhua Pang Huanyong Bi Yuan Liu HaiHua Wang MedIm 128 0 0 18 Nov 2025
SafeGRPO: Self-Rewarded Multimodal Safety Alignment via Rule-Governed Policy Optimization Xuankun Rong Wenke Huang Tingfeng Wang Daiguo Zhou Bo Du Mang Ye LRM 201 0 0 17 Nov 2025
CreBench: Human-Aligned Creativity Evaluation from Idea to Process to Product Kaiwen Xue Chenglong Li Zhonghong Ou Guoxin Zhang Kaoyan Lu ... Xinyu Liu Qunlin Chen Weiwei Qin Yiran Shen Jiayi Cen 112 0 0 17 Nov 2025
From Perception to Reasoning: Deep Thinking Empowers Multimodal Large Language Models Wenxin Zhu Andong Chen Yuchen Song Kehai Chen Conghui Zhu Ziyan Chen Tiejun Zhao LRM 434 0 0 17 Nov 2025
Explore How to Inject Beneficial Noise in MLLMs Ruishu Zhu Sida Huang Ziheng Jiao Hongyuan Zhang 196 3 0 17 Nov 2025
Learning with Preserving for Continual Multitask Learning H. Wang Siwoo Bae Zirong Chen Meiyi Ma CLL 172 0 0 11 Nov 2025
Knowledge-Augmented Long-CoT Generation for Complex Biomolecular Reasoning Tianwen Lyu Xiang Zhuang Keyan Ding Xinzhe Cao Lei Liang Wei Zhao Qiang Zhang H. Chen LRM 103 0 0 11 Nov 2025
Reasoning with Confidence: Efficient Verification of LLM Reasoning Steps via Uncertainty Heads Jingwei Ni Ekaterina Fadeeva Tianyi Wu Mubashara Akhtar Jiaheng Zhang ... Markus Leippold Timothy Baldwin See-Kiong Ng Artem Shelmanov Mrinmaya Sachan LRM 214 0 0 09 Nov 2025
NVIDIA Nemotron Nano V2 VL Nvidia Amala Sanjay Deshmukh Kateryna Chumachenko Tuomas Rintamaki Matthieu Le ... Krzysztof Pawelec Michael Evans Katherine Luna Jie Lou Erick Galinkin VLM 309 2 0 06 Nov 2025
ChiMDQA: Towards Comprehensive Chinese Document QA with Fine-grained EvaluationInternational Conference on Artificial Neural Networks (ICANN), 2025 Jing Gao Shutiao Luo Yumeng Liu Yuanming Li Hongji Zeng 96 0 0 05 Nov 2025
QG-CoC: Question-Guided Chain-of-Captions for Large Multimodal Models Kuei-Chun Kao Hsu Tzu-Yin Yunqi Hong Ruochen Wang Cho-Jui Hsieh LRM 128 0 0 05 Nov 2025
SAIL-RL: Guiding MLLMs in When and How to Think via Dual-Reward RL Tuning Fangxun Shu Yongjie Ye Yue Liao Zijian Kang Weijie Yin Jiacong Wang Xiao Liang Shuicheng Yan Chao Feng OffRL ReLM LRM 237 1 0 04 Nov 2025
Enhancing Multimodal Reasoning via Latent Refocusing Jizheng Ma Xiaofei Zhou Yanlong Song Han Yan VLM LRM 170 1 0 04 Nov 2025
Can Visual Input Be Compressed? A Visual Token Compression Benchmark for Large Multimodal Models Tianfan Peng Yuntao Du Pengzhou Ji Shijie Dong Kailin Jiang ... Jinhe Bi Qian Li Wei Du Feng Xiao Lizhen Cui VLM 256 0 0 04 Nov 2025
When Visualizing is the First Step to Reasoning: MIRA, a Benchmark for Visual Chain-of-Thought Yiyang Zhou Haoqin Tu Z. Wang Zeyu Wang Niklas Muennighoff ... Shen Yan Haoqi Fan Cihang Xie Huaxiu Yao Qinghao Ye LRM 250 2 0 04 Nov 2025