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14 papers in the last four weeks, down 48% on the four weeks before. 0.1% of all new papers.

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  1. EgoProceVQA: A Novel Egocentric Procedural Understanding Task with Self-Skill-Exploration Agent

    Jul 15, 2026Junlong Li, Junxi Li, Yuxiang Yang +3Egocentric Video QAVideo QA

    The Hong Kong Polytechnic University Hong Kong, China

  2. What Does a Temporal Benchmark Score Measure? Decomposing Channel Use in Video VLM Evaluation

    Jul 14, 2026Farrukh RahmanVLM EvaluationTemporal Reasoning

    Microsoft · Georgia Institute of Technology

  3. Evidence-Backed Video Question Answering

    Jul 13, 2026Shijie Wang, Honglu Zhou, Ziyang Wang +5Temporal Video GroundingVideo QA

    Salesforce, Palo Alto, CA, USA · Brown University, Providence, RI, USA

  4. Do Video-LLMs Actually Watch? Diagnosing Character-Tracking Failures in Long-Form Video

    Jul 13, 2026Mohammad Al-Ratrout, Shayla Sharmin, Aditya Raikwar +1Visual Object TrackingVideo-Language Model Evaluation

  5. TreeSoc: Tree-Structured Dynamic Reasoning and Tool Synergy for Soccer Video Understanding

    Jul 13, 2026Thanh-Nhan Vo, Thanh-Khoi Nguyen, Trong-Thuan Nguyen +2Tool Use in VLMsSports Video Analysis

    University of Science, VNU-HCM, Ho Chi Minh City, Vietnam · 2Vietnam National University, Ho Chi Minh City, Vietnam

  6. EgoPolice: A Benchmark for Egocentric Video Understanding in High-Stakes Police Body-Worn Camera Footage

    Jul 7, 2026Max Gonzalez Saez-Diez, Jihoon Chung, Adam D. Wolsky +5Video QAEgocentric Video Understanding

    Princeton University · University of Pennsylvania

  7. Overview of the NLPCC 2026 Shared Task 1: Difficulty-Aware Multilingual and Multimodal Medical Instructional Video Understanding Evaluation

    Jul 7, 2026Shenxi Liu, Kan Li, Mingyang Zhao +2Multimodal IRTemporal Video Grounding

    School of Computer Science and Technology, Beijing Institute of Technology · Department of Computing, The Hong Kong Polytechnic University · Shenzhen Institute of Advanced Technology, Chinese Academy of Sciences

  8. VideoSearcher: Empowering Video Deep Research with Multi-Tool Agentic Reasoning via Reinforcement Learning

    Jul 3, 2026Zhenkun Gao, Yicheng Bao, Jinlong Peng +13Multimodal RAGVideo QA

    East China Normal University · Tencent Youtu Lab · HFIPS, Chinese Academy of Sciences +3

  9. K9-Bench: Evaluating Multimodal LLMs on Canine-Centric Videos

    Jul 2, 2026Khush Attarde, Yusuf Ali, Megha Thukral +3Video UnderstandingMultimodal Large Language Models

    Ogmen Robotics Inc., Massachusetts, USA · Georgia Institute of Technology, Atlanta, USA

  10. ReQuest: Rethinking-based Question-Aware Frame Selection for Long-Form Video QA

    Jul 2, 2026Minkuk Kim, Suyong Yun, Young Tae Kim +3Efficient VLM InferenceVideo QA

    Kyung Hee University, Republic of Korea · Electronics and Telecommunications Research Institute (ETRI), Republic of Korea

  11. Accuracy and Cost Claims Do Not Survive Re-Execution in Agentic VideoQA

    Jul 1, 2026Rama AlHamidi, Aseel Mohamed, Rasul Khanbayov +3AI Agent EvaluationVideo QA

    Electrical and Computer Engineering, Texas A&M University, TX, United States · College of Science and Engineering, Hamad Bin Khalifa University, Doha, Qatar

  12. From Accuracy to Visual Dependence: Auditing and Filtering Modality Collapse in Traffic VideoQA

    Jun 29, 2026Sena Korkut, María Alejandra Bravo Sarmiento, Sanghwan Kim +1VLM EvaluationVision-Language Models

    Technical University of Munich, Munich, Germany · Helmholtz Zentrum München, Munich, Germany · Munich Center for Machine Learning, Munich, Germany

  13. Bridging VideoQA and Video-Guided Agentic Tasks via Generalized Keyframe Extraction

    Jun 28, 2026Sunqi Fan, Qingle Liu, Runqi Yin +2GUI AgentsVideo QA

    Tsinghua University, Beijing, China

  14. Graph it first! Enabling Reasoning on Long-form Egocentric Videos through Scene Graphs

    Jun 24, 2026Agnese Taluzzi, Riccardo Santambrogio, Simone Mentasti +2Egocentric Video QAVideo QA

    Politecnico di Milano, Milan, Italy · Bocconi University, Milan, Italy

  15. EG-VQA: Benchmarking Verifiable Video Question Answering with Grounded Temporal Evidence

    Jun 23, 2026Linpeng Huang, Weixing Chen, Zexin Chen +2VLM EvaluationTemporal Video Grounding

    Sun Yat-sen University · Shenzhen University · Peng Cheng Laboratory

  16. ViTexQA: A Multi-Frame Temporal Perception Dataset for Video Text Question Answering

    Jun 23, 2026Zhentao Guo, Chen Duan, Tongkun Guan +3Multimodal Large Language ModelsVideo QA

    Meituan · Shanghai Jiao Tong University

  17. video-SALMONN-R3^3: Learning to ReWatch, ReAsk, and ReAnswer for Efficient Video Understanding

    Jun 23, 2026Yixuan Li, Guangzhi Sun, Yudong Yang +1Efficient VLM InferenceVideo QA

    Tsinghua University · University of Cambridge

  18. Chains That See, Answers That Don't: A Multi-Aspect Evaluation Recipe for Forced Chain-of-Thought on Video-MME

    Jun 22, 2026Zhichao Fan, Yanhang Li, Zexin ZhuangVLM EvaluationVideo QA

    University of Illinois Urbana-Champaign Urbana, Illinois, USA · Northeastern University Boston, Massachusetts, USA · Southern Methodist University Dallas, Texas, USA

  19. CogniRoute: Learning to Route Social Evidence in Omni-Modal Models

    Jun 18, 2026Yifan Shen, Pei Tian, Xinzhuo Li +8RL for Language Model ReasoningMixture-of-Experts Inference

    University of Illinois Urbana-Champaign · 2Columbia University · 3Google

  20. VL-MemKnG: Hybrid Memory with a Spatio-Temporal Knowledge Graph for Question Answering over Long Egocentric Navigation Trajectories

    Jun 15, 2026Svetlana Lukina, Mohamad Al Mdfaa, Gloria Haro +2Egocentric Video QAVideo QA

    Mobile Robotics Laboratory, Artificial Intelligence Center, Moscow, Russia · Intelligent Multimodal Vision Analysis Group, Department of Engineering, Universitat Pompeu Fabra, Barcelona, Spain · Independent Researcher

  21. MSUE: Multi-Modal Soccer Understanding Expert

    Jun 10, 2026Litao Li, Yibo Yu, Yufeng Hu +4Visual Question AnsweringVideo QA

    South China University of Technology · Johns Hopkins University · University of Electronic Science and Technology of China +1

  22. Counterfactual Reasoning for Fine-Grained Evidence Disentanglement in VideoQA

    Jun 8, 2026Zhou Du, Hamid Krim, Xiao Wu +3Causal Representation LearningVideo QA

    Graduate School of Informatics, Nagoya University, Nagoya 464-8601, Japan · Department of Electrical and Computer Engineering, North Carolina State University, Raleigh, NC 27695, USA · School of Computing and Artificial Intelligence, Southwest Jiaotong University, Chengdu 611730, China +1

  23. See More, Think Deeper: Query-Expanded Visual Evidence and Answer-Clue Guided Reflection for Long Video Understanding

    Jun 8, 2026Shuning Wang, Zhiheng Wu, YiNuo Lu +6Video QAVideo-Language Models

    Baidu Inc. · Harbin Institute of Technology · Hong Kong University of Science and Technology

  24. When No Answer Is Correct: Diagnosing Absent Answer Detection for MLLMs in Video Understanding

    Jun 6, 2026Yiheng Wang, Yueqian Lin, Lichen Zhu +3Multimodal Large Language ModelsQuestion Answering

    Duke University, Durham, North Carolina, USA

  25. StoryVideoQA: Scaling Deep Video Understanding with a Large-Scale, Multi-Genre and Auto-Generated Dataset

    Jun 4, 2026Zhengqian Wu, Zhixian Liu, Aodong Chen +6Video UnderstandingSynthetic Data Generation

    School of Computer Science, Wuhan University, Wuhan, 430072, Hubei, China. · 2National Engineering Research Center for Multimedia Software, China. · 3Hubei Key Laboratory of Multimedia and Network Communication Engineering, China.

  26. MemoryCard: Topic-Aware Multi-Modal Clue Compression for Long-Video Question Answering

    Jun 4, 2026Qing Yang, Pengcheng Huang, Xinze Li +6Video SummarizationVideo QA

    School of Computer Science and Engineering, Northeastern University, Shenyang, China · Department of Computer Science and Technology, Tsinghua University, Beijing, China · Digital China Group, Beijing, China

  27. GOPAgen: Motion-Aware and Efficient Agentic Long-Video Understanding with Structural Memory and Hierarchical Reasoning

    Jun 3, 2026Haozhe Chi, Yang Jin, Yadong MuVideo QALong-Video Understanding

    Peking University

  28. VideoKR: Towards Knowledge- and Reasoning-Intensive Video Understanding

    Jun 3, 2026Lin Fu, Zheyuan Yang, Yang Wang +3Video UnderstandingVideo QA

    Zhejiang University, Hangzhou, Zhejiang, China · Tongji University, Shanghai, China · University of Chinese Academy of Sciences, Beijing, China +1

  29. Answer Self-Consistency with Margin-Triggered Question Re-Arbitration for the CVPR 2026 VidLLMs Challenge

    Jun 3, 2026Tomoya Miyazawa, Hiroyasu OkunoVLM EvaluationSelf-Consistency Decoding

    Data Analytics Labo Co.

  30. SLU-2K: A Question-Based Benchmark for Semantic Evaluation of Sign Language Translation

    Jun 2, 2026Zeno Testa, Antonino Furnari, Lorenzo Baraldi +1Sign Language TranslationVideo QA

    University of Modena and Reggio Emilia Modena, Italy · University of Catania Catania, Italy · University of Granada, CITIC & DaSCI Institute, Spain