Title
HBridge: H-Shape Bridging of Heterogeneous Experts for Unified Multimodal Understanding and Generation Xiang Wang Zhifei Zhang Chentao Song Zhe Lin Yuqian Zhou ... Haitian Zheng Jason Kuen Yuehuan Wang Changxin Gao Nong Sang MoE 69 0 0 25 Nov 2025
Parallel Vision Token Scheduling for Fast and Accurate Multimodal LMMs Inference Wengyi Zhan Mingbao Lin Zhihang Lin Rongrong Ji MLLM VLM LRM 152 0 0 24 Nov 2025
Robot-Powered Data Flywheels: Deploying Robots in the Wild for Continual Data Collection and Foundation Model Adaptation J. Grannen Michelle Pan Kenneth Llontop Cherie Ho Mark Zolotas Jeannette Bohg Dorsa Sadigh LM&Ro 202 0 0 24 Nov 2025
ConsistCompose: Unified Multimodal Layout Control for Image Composition Xuanke Shi B. Li Xiaoyang Han Zhongang Cai Lei Yang Dahua Lin Quan-ding Wang MLLM 206 0 0 23 Nov 2025
AnyExperts: On-Demand Expert Allocation for Multimodal Language Models with Mixture of Expert Yuting Gao Wang Lan Hengyuan Zhao Linjiang Huang Si Liu Q. Guo MoE 96 0 0 23 Nov 2025
RoadBench: Benchmarking MLLMs on Fine-Grained Spatial Understanding and Reasoning under Urban Road Scenarios Jun Zhang Jie Feng Long Chen Junhui Wang Zhicheng Liu Depeng Jin Yong Li LRM 48 0 0 22 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 72 0 0 22 Nov 2025
Learning to Think Fast and Slow for Visual Language Models Chenyu Lin Cheng Chi Jinlin Wu Sharon Li Kaiyang Zhou ReLM VLM 161 0 0 20 Nov 2025
VLA-Pruner: Temporal-Aware Dual-Level Visual Token Pruning for Efficient Vision-Language-Action Inference Ziyan Liu Y. Chen Hongyi Cai Tao Lin Shuo Yang Zheng Liu Bo Zhao VLM 215 0 0 20 Nov 2025
MoDES: Accelerating Mixture-of-Experts Multimodal Large Language Models via Dynamic Expert Skipping Yushi Huang Z. Wang Zhihang Yuan Yifu Ding Ruihao Gong Jinyang Guo Xianglong Liu Jun Zhang MoE VLM 156 0 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 186 1 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 113 1 0 19 Nov 2025
First Frame Is the Place to Go for Video Content Customization Jingxi Chen Z. Li Zhichao Liu Guangyao Shi Xiyang Wu Fuxiao Liu Cornelia Fermüller Brandon Yushan Feng Yiannis Aloimonos DiffM VGen 141 0 0 19 Nov 2025
When to Think and When to Look: Uncertainty-Guided Lookback Jing Bi Filippos Bellos Junjia Guo Yayuan Li Chao Huang ... Tang Luchuan Song Susan Liang Zhongfei Zhang LRM 197 0 0 19 Nov 2025
FlexiCup: Wireless Multimodal Suction Cup with Dual-Zone Vision-Tactile Sensing Junhao Gong Shoujie Li Kit-Wa Sou Changqing Guo Hourong Huang ... Yifan Xie Chenxin Liang Chuqiao Lyu Xiaojun Liang Wenbo Ding 100 1 0 18 Nov 2025
Orion: A Unified Visual Agent for Multimodal Perception, Advanced Visual Reasoning and Execution N Dinesh Reddy Dylan Snyder Lona Kiragu Mirajul Mohin Shahrear Bin Amin Sudeep Pillai 28 0 0 18 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 68 0 0 17 Nov 2025
Explore How to Inject Beneficial Noise in MLLMs Ruishu Zhu Sida Huang Ziheng Jiao Hongyuan Zhang 80 2 0 17 Nov 2025
Uni-MoE-2.0-Omni: Scaling Language-Centric Omnimodal Large Model with Advanced MoE, Training and Data Yunxin Li Xinyu Chen Shenyuan Jiang Haoyuan Shi Zhenyu Liu ... Zhenran Xu Yicheng Ma Meishan Zhang Baotian Hu Min Zhang MLLM MoE OSLM VLM 451 0 0 16 Nov 2025
RedVTP: Training-Free Acceleration of Diffusion Vision-Language Models Inference via Masked Token-Guided Visual Token Pruning Jingqi Xu Jingxi Lu Chenghao Li Sreetama Sarkar Souvik Kundu Peter A. Beerel VLM 148 0 0 16 Nov 2025
BridgeEQA: Virtual Embodied Agents for Real Bridge Inspections Subin Varghese Joshua Gao Asad Ur Rahman Vedhus Hoskere 100 0 0 16 Nov 2025
$D$^{3}$ToM: Decider-Guided Dynamic Token Merging for Accelerating Diffusion MLLMs$ D $^{3}$ ToM: Decider-Guided Dynamic Token Merging for Accelerating Diffusion MLLMs Shuochen Chang Xiaofeng Zhang Qingyang Liu Li Niu 56 0 0 15 Nov 2025
TopoPerception: A Shortcut-Free Evaluation of Global Visual Perception in Large Vision-Language Models Wenhao Zhou Hao Zheng R. Zhao MLLM VLM LRM 132 0 0 14 Nov 2025
MACEval: A Multi-Agent Continual Evaluation Network for Large Models Z. Chen Yuze Sun Yuan Tian Wenjun Zhang Guangtao Zhai ALM ELM 116 0 0 12 Nov 2025
Learning with Preserving for Continual Multitask Learning H. Wang Siwoo Bae Zirong Chen Meiyi Ma CLL 140 0 0 11 Nov 2025
RPTS: Tree-Structured Reasoning Process Scoring for Faithful Multimodal Evaluation Haofeng Wang Yu Zhang LRM 48 0 0 10 Nov 2025
Unveiling Modality Bias: Automated Sample-Specific Analysis for Multimodal Misinformation Benchmarks Hehai Lin Hui Liu S. Cao Jing Li Haoliang Li Wenya Wang 140 0 0 08 Nov 2025
Visual Spatial Tuning Rui Yang Ziyu Zhu Yanwei Li Jingjia Huang Shen Yan ... Xiangtai Li S. Li Wenqian Wang Yi Lin Hengshuang Zhao VLM 285 4 0 07 Nov 2025
Cambrian-S: Towards Spatial Supersensing in Video Shusheng Yang J. Yang Pinzhi Huang Ellis L Brown Zihao Yang ... Daohan Lu Rob Fergus Yann LeCun Li Fei-Fei Saining Xie 76 8 0 06 Nov 2025
Benchmark Designers Should "Train on the Test Set" to Expose Exploitable Non-Visual Shortcuts Ellis L Brown Jihan Yang Shusheng Yang Rob Fergus Saining Xie VLM 190 4 0 06 Nov 2025
IndicVisionBench: Benchmarking Cultural and Multilingual Understanding in VLMs Ali Faraz Akash Shaharukh Khan Raja Kolla Akshat Patidar Suranjan Goswami Abhinav Ravi Chandra Khatri Shubham Agarwal VLM 112 0 0 06 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 236 1 0 06 Nov 2025
Thinking with Video: Video Generation as a Promising Multimodal Reasoning Paradigm Jingqi Tong Yurong Mou Hangcheng Li Mingzhe Li Y. Yang ... Y. Zheng Xinchi Chen Jun Zhao Xuanjing Huang Xipeng Qiu VGen LRM 281 6 0 06 Nov 2025
MME-CC: A Challenging Multi-Modal Evaluation Benchmark of Cognitive Capacity Kaiyuan Zhang Chenghao Yang Zhoufutu Wen Sihang Yuan Q. Wang ... Ge Zhang Yi Lin Guang Shi Chaoyou Fu Wenhao Huang LRM 164 0 0 05 Nov 2025
Contamination Detection for VLMs using Multi-Modal Semantic Perturbation J. Park Mu Cai Feng Yao Jingbo Shang Soochahn Lee Yong Jae Lee AAML VLM 56 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 56 0 0 05 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 172 0 0 04 Nov 2025
CoCoVa: Chain of Continuous Vision-Language Thought for Latent Space Reasoning Jizheng Ma Xiaofei Zhou Yanlong Song Han Yan VLM LRM 129 0 0 04 Nov 2025
Dynamic Reflections: Probing Video Representations with Text Alignment Tyler Zhu Tengda Han Leonidas Guibas Viorica Patraucean M. Ovsjanikov VGen 209 0 0 04 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 189 1 0 04 Nov 2025
Dynamic Routing Between Experts: A Data-Efficient Approach to Continual Learning in Vision-Language Models Jay Mohta Kenan E. Ak Dimitrios Dimitriadis Yan Xu Mingwei Shen CLL VLM 222 0 0 03 Nov 2025
ROVER: Benchmarking Reciprocal Cross-Modal Reasoning for Omnimodal Generation Yongyuan Liang Wei Chow Feng Li Ziqiao Ma Xiyao Wang Jiageng Mao Jiuhai Chen Jiatao Gu Y. Wang Furong Huang LRM 160 0 0 03 Nov 2025
TIR-Bench: A Comprehensive Benchmark for Agentic Thinking-with-Images Reasoning Ming Li Jike Zhong Shitian Zhao H. Zhang Shaoheng Lin Yuxiang Lai Chen Wei Konstantinos Psounis Kaipeng Zhang EGVM LRM VLM 380 2 0 03 Nov 2025
Rethinking Facial Expression Recognition in the Era of Multimodal Large Language Models: Benchmark, Datasets, and Beyond Fan Zhang Haoxuan Li Shengju Qian Xin Wang Zheng Lian ... Yuan Gao Qiankun Li Yefeng Zheng Zhouchen Lin Pheng-Ann Heng LRM 88 0 0 01 Nov 2025
Spatial-SSRL: Enhancing Spatial Understanding via Self-Supervised Reinforcement Learning Yuhong Liu Beichen Zhang Yuhang Zang Yuhang Cao Long Xing Xiaoyi Dong Haodong Duan Dahua Lin J. Wang LRM 97 2 0 31 Oct 2025
MM-OPERA: Benchmarking Open-ended Association Reasoning for Large Vision-Language Models Zimeng Huang Jinxin Ke Xiaoxuan Fan Yufeng Yang Yang Liu ... Junteng Dai Haoyi Jiang Y. Zhou Keze Wang Z. Chen LRM VLM 231 0 0 30 Oct 2025
STAR-Bench: Probing Deep Spatio-Temporal Reasoning as Audio 4D Intelligence Zihan Liu Zhikang Niu Qiuyang Xiao Zhisheng Zheng Ruoqi Yuan ... Jianze Liang Xie Chen Leilei Sun Dahua Lin Jiaqi Wang AuLLM LRM 355 2 0 28 Oct 2025
BLM $_1$ : A Boundless Large Model for Cross-Space, Cross-Task, and Cross-Embodiment Learning Wentao Tan Bowen Wang Heng Zhi Chenyu Liu Z. Li ... Chen Xu Zhibin Wang Tianshi Wang Lei Zhu Heng Tao Shen LM&Ro 79 0 0 28 Oct 2025
Revisiting Multimodal Positional Encoding in Vision-Language Models Jie Huang Xuejing Liu Sibo Song Ruibing Hou Hong Chang Junyang Lin S. Bai 112 1 0 27 Oct 2025
LightFusion: A Light-weighted, Double Fusion Framework for Unified Multimodal Understanding and Generation Zeyu Wang Z. Chen Chenhui Gou Feng Li Chaorui Deng ... Kunchang Li Weihao Yu Haoqin Tu Haoqi Fan Cihang Xie 202 0 0 27 Oct 2025