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18 papers in the last four weeks, up 260% on the four weeks before. 0.2% of all new papers.

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  1. VideoEvolve: Evolving Agent Harnesses for Video Temporal Grounding

    Oct 1, 2026Bingjun Luo, Yuhuan Fan, Jialin Guo +1Video Temporal GroundingTemporal Grounding

    Tsinghua University · Columbia University · Harbin Engineering University

  2. VR-JEPA: Learning Contrastive-State Latent Guidance for Generation-based Video Reasoning

    Sep 30, 2026Zehua Ma, Kun Xiang, Yunshuang Nie +9Latent Visual ReasoningVideo Generation

    Shenzhen Campus of Sun Yat-sen University · Tsinghua Shenzhen International Graduate School · Shenzhen Loop Area Institute +3

  3. CoEvoWhen: Policy-Tool Coevolution for Ultra-Long Video Temporal Grounding

    Sep 30, 2026Yiduo Jia, Muzhi Zhu, Jinchuan Shi +4Video AgentVideo Temporal Grounding

    Zhejiang University, State Key Lab of CAD & CG

  4. VidHarness: Evolving Agent Harnesses for Cost-Efficient Long Video Understanding

    Sep 29, 2026Susan Liang, Jianmin Wu, Daxiang DongVideo AgentVideo Understanding

    Baidu, Inc.

  5. VideoLoop: Looped Working Memory Against Semantic Thrashing in Long-Form Video Agents

    Sep 29, 2026Jianming Xu, Jinfa Huang, Jingyang Lin +2Video AgentMultimodal Memory

    University of Rochester · Microsoft

  6. Video-RSI: Recursive Self-Improvement of Video Understanding Agents via Harness Evolution

    Sep 29, 2026Bingjun Luo, Jialin Guo, Siqi LiVideo AgentVideo Understanding

    Tsinghua University · Harbin Engineering University

  7. Sprout: Building Dynamic Memory While Reasoning for Agentic Video Understanding

    Sep 28, 2026Wei Chen, Xuanyu Zheng, Yancheng Long +6Video UnderstandingVideo Agent

    HKUST · Kling AI

  8. Timeline-Bench: Evaluating Agents on Realistic Video-Editing Tasks, from Raw Footage to Final Cut

    Sep 28, 2026Gunin Gupta, Nirmit Arora, Pavan Kalyan TankalaVideo EditingVideo Agent

    TensorTest (Ritivel Labs Inc.)

  9. DataMagic: Authoring Data Videos through Declarative Multi-Agent Orchestration

    Sep 27, 2026Yupeng Xie, Zhenyang Wang, Liangwei Wang +3Video AgentLong Videos

    The Hong Kong University of Science and Technology (Guangzhou), Guangzhou, China

  10. Don't Read the Log: Execution Traces Contaminate Verifiers in Video-Generation Agents

    Sep 23, 2026Jian XuVideo AgentJudges

    RIKEN

  11. CogenPVG: Cognitive-Enhanced Reflective Multi-Agent Framework for Persuasive Video Generation

    Sep 22, 2026Yuntian Xiao, Shoulong Zhang, Wenfeng Song +3Video AgentPersuasion

    Beihang University · Zhongguancun Laboratory · Beijing Information Science and Technology University +1

  12. Qwen3.8-Omni: Towards Native Omni-Modal Agents

    Sep 22, 2026Qwen TeamMultimodal AgentsOmni-Modal

    Qwen Team

  13. VideoGen-Agent: Reinforcing Video Generation Agents

    Sep 21, 2026Binxu Li, Haoyi Duan, Yuhui Zhang +9Video AgentVideo Generation

    Princeton University · Stanford University · UC Davis +4

  14. VideoResearcher: Self-Improving Tool Design for Long-Video Understanding

    Sep 17, 2026Dingqiang Ye, Dongdi Zhao, Kaishen Wang +11Video AgentVideo Understanding

    Johns Hopkins University

  15. BVB: Benchmarking Agentic Video Understanding via Programmatic Reconstruction in Blender

    Sep 14, 2026Yolo Y. Tang, Daiki Shimada, Jiayue Meng +14Video AgentLong-Video Benchmarks

    University of Rochester · Sony Group Corporation · Carnegie Mellon University +1

  16. Online Video Agent Harness for Long Video Understanding

    Sep 14, 2026Sen Yang, Boqiang Duan, Jing Yang +7Video AgentVideo Understanding

    Baidu Inc. · Baidu

  17. AgenticGen: Reward-Guided Agentic Video Generation for Advertising

    Sep 10, 2026Xingyuan Bu, Chengru Song, Hao Zhou +9Video AgentAds

    ByteDance · Tsinghua University · The Chinese University of Hong Kong

  18. VLX-VR: An Agentic-Aware Video Reasoning Model

    Sep 9, 2026Sheng Li, Peng Liu, Qianqian Zhang +1Video AgentAgentic Reasoning

    Om AI Research

  19. FoldingAgent: Inferring Parametric Origami Procedures from Demonstration Videos

    Aug 31, 2026Maya Moriya, Sigal Raab, Yael Vinker +1Asymmetric Origami BendingAgentic Framework

    Weizmann Institute of Science, Rehovot, Israel · MIT, Boston, USA

  20. From Intent to Evidence: Policy-Steered Multi-Strategy Retrieval for Long-Video Agents

    Aug 31, 2026Can Zhang, Baofeng Zhang, Xiaotian Han +5Video Agent

    Beijing University of Chemical Technology · Baidu, Inc.

  21. FRAMEWORKERS: A Dynamic Multi-Agent Framework for AI-Generated Video Production

    Aug 30, 2026Zhendong Li, Lei Sun, Letian Shi +8Video AgentMulti-Agent Orchestration

    INSAIT, Sofia University “St. Kliment Ohridski”, Sofia, Bulgaria · Snap Inc., New York, USA

  22. CineForge: Self-Improving Agents for Long-Horizon Video Generation

    Aug 30, 2026Junxiang Liu, Lin Wang, Haiyu Shi +10Video AgentVideo Generation

    Tongji University, Shanghai, China · Kuaishou Technology, Beijing, China · Fudan University, Shanghai, China

  23. AVA-Encoder: Towards Agent-Native Video Representation Learning

    Aug 12, 2026Chuyue Li, Jinpeng Yu, Haozhe Wang +7Video AgentVision Encoders

    Qwen Business Unit of Alibaba · ShanghaiTech University · The Hong Kong University of Science and Technology +2

  24. LAVE: Latent Visual Evidence-Enhanced Planning for Video Tool-use Agents

    Aug 5, 2026Zijian Wang, Junnan Zhu, Rongzhen Li +7Video AgentVideo Understanding

    College of Computer Science, Chongqing University, Chongqing, China · MAIS, Institute of Automation, Chinese Academy of Sciences · Chongqing National Data AI Research Institute, AI Research Lab +1

  25. MetaVideoAgent: Automated Video-Agent Evolution for Long-Form Video Understanding

    Aug 5, 2026Benlei Cui, Ruize Wang, Junjie Li +9Video AgentSelf-Evolving Agents

    Yuvion Team, Alibaba Group · Zhejiang University · Beihang University +1

  26. Video-DeepResearch: Towards the Next-Generation Multimodal Deepresearch Agent

    Aug 4, 2026Zhen Fang, Yu Zeng, Wenxuan Huang +17Video AgentMultimodal Agents

  27. Crayotter: Learning Long-Horizon Video Editing Agents via Group-Relative Preference Backpropagation

    Aug 3, 2026Lecheng Yan, Jianze Lin, Yichong Zhang +5Video EditingVideo Agent

    University of Science and Technology of China · Beijing Normal University · Jilin University +4

  28. ViSAGE: Constructing Self-Correcting Memories for Long-Form Video Understanding

    Jul 29, 2026Xinkui Zhao, Enbo Chen, Yifan Zhang +4Multimodal MemoryVideo Agent

    Zhejiang University Hangzhou, China · Xidian University Xi’an, China

  29. Child-Oriented AIGC Video Risk Reviewing: A Benchmark and Knowledge-Supported Iterative Reasoning Framework

    Jul 21, 2026Lewen Mi, Manyi Li, Yuling Sun +5Video AgentReview

    Shandong University · Weihai, Shandong, China · Jinan, Shandong, China +3

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

    Jul 15, 2026Junlong Li, Junxi Li, Yuxiang Yang +3Video AgentEgocentric Video

    The Hong Kong Polytechnic University Hong Kong, China

  31. Vinci2: Providing Proactive Assistance in Continuous Egocentric Videos

    Jul 13, 2026Gong Sitong, Tianyu Yan, Caixin Kang +6Egocentric VideoArtificial Intelligence Assistants

    Dalian University of Technology · Alaya Lab · The University of Tokyo

  32. Light-Omni: Reflex over Reasoning in Agentic Video Understanding with Long-Term Memory

    Jul 6, 2026Chang Nie, Jiaju Wei, Junlan Feng +2Video AgentMultimodal Agents

    Nanjing University

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

    Jul 1, 2026Rama AlHamidi, Aseel Mohamed, Rasul Khanbayov +3Video AgentModel Auditing

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

  34. Confidence-Aware Tool Orchestration for Robust Video Understanding

    Jun 25, 2026Yangfan He, Yujin Choi, Jaehong YoonFine-Grained Video UnderstandingVideo Agent

    1NTU Singapore · University of Minnesota, Twin Cities · 3UNIST

  35. VideoAgent: All-in-One Framework for Video Understanding and Editing

    Jun 22, 2026Hengji Zhou, Lingxuan Huang, Jian Wang +4Video AgentVideo Editing

    1Harbin Institute of Technology, Shenzhen · 2South China University of Technology · 3The University of Hong Kong +1

  36. VisualClaw: A Real-Time, Personalized Agent for the Physical World

    Jun 15, 2026Haoqin Tu, Jianwen Chen, Zijun Wang +14Video AgentMultimodal Agents

    1UC Santa Cruz · 2UNC-Chapel Hill · 3Google +1

  37. InternVideo3: Agentify Foundation Models with Multimodal Contextual Reasoning

    Jun 10, 2026Ziang Yan, Sheng Xia, Jiashuo Yu +10Video AgentMultimodal Agents

    Shanghai AI Laboratory · Shanghai Innovation Institute · Nanjing University

  38. JoyAI-VL-Interaction: Real-Time Vision-Language Interaction Intelligence

    Jun 10, 2026Dingyu Yao, Junhao Zhou, Chenxu Yang +17Video AgentInteraction Data

  39. VideoWeaver: Evaluating and Evolving Skills for Agentic Long Video Generation

    Jun 6, 2026Jianhui Wei, Yan Zhang, Jie Tan +7Video AgentLong Video Generation

    Zhejiang University · ByteDance

  40. Decoupling Semantics and Logic: A Training-Free Coarse-to-Fine Pipeline for Video Retrieval-Augmented Generation

    Jun 6, 2026Jiaxin Dai, Zehang Wei, Jiamin Yan +1Multimodal Retrieval Augmented GenerationVideo Multimodal Large Language Models

    School of AI and Automation, Huazhong University of Science and Technology, China · School of Computer Science & Tech, Huazhong University of Science and Technology

  41. Benchmarking Visual State Tracking in Multimodal Video Understanding

    Jun 2, 2026Sihyun Yu, Nanye Ma, Pinzhi Huang +8Video Multimodal Large Language ModelsVideo Understanding

    New York University · KAIST

  42. ViMax: Agentic Video Generation

    Jun 2, 2026Lingxuan Huang, Sizhe He, Hengji Zhou +3Video AgentVideo Storytelling

    The University of Hong Kong · South China University of Technology · Harbin Institute of Technology, Shenzhen

  43. Crayotter: Traceable Multi-Agent Workflows for Long-Form Video Editing

    May 31, 2026Lecheng Yan, Yichong Zhang, Ben Pan +5Video EditingVideo Agent

    Crayotter Project

  44. ParaVT: Taming the Tool Prior Paradox for Parallel Tool Use in Agentic Video Reinforcement Learning

    May 19, 2026Zuhao Yang, Kaichen Zhang, Sudong Wang +7Video AgentMultimodal Agents

    2NTU · 6LMMs-Lab · Work largely done during Z.Y., K.Z., S.W., and K.W.’s internship at MiroMind. +4

  45. Aurora: Unified Video Editing with a Tool-Using Agent

    May 18, 2026Yongsheng Yu, Ziyun Zeng, Zhiyuan Xiao +4Video EditingVideo Agent

    UofR · MIT-IBM · NVIDIA

  46. Video2GUI: Synthesizing Large-Scale Interaction Trajectories for Generalized GUI Agent Pretraining

    May 14, 2026Weimin Xiong, Shuhao Gu, Bowen Ye +5Graphical User Interface AgentsVideo Agent

    National Key Laboratory for Multimedia Information Processing, School of Computer Science, Peking University

  47. ReTool-Video: Recursive Tool-Using Video Agents with Meta-Augmented Tool Grounding

    May 13, 2026Xiao Liu, Nayu Liu, Junnan Zhu +6Video AgentCross-Modal

    Chongqing University · Tianjin University · MAIS, Institute of Automation, Chinese Academy of Sciences +2

  48. PresentAgent-2: Towards Generalist Multimodal Presentation Agents

    May 12, 2026Wei Wu, Ziyang Xu, Zeyu Zhang +2Video AgentMultimodal Agents

    1Peking University · 2La Trobe University

  49. VISTA: A Generative Egocentric Video Framework for Daily Assistance

    May 11, 2026Yu-Hsiang Liu, Yu-Chien Tang, An-Zi YenVideo AgentEgocentric Video

    Department of Computer Science, National Yang Ming Chiao Tung University, Taiwan

  50. MMTB: Evaluating Terminal Agents on Multimedia-File Tasks

    May 8, 2026Chiyeong Heo, Jaechang Kim, Junhyuk Kwon +4Multimodal AgentsVideo Agent

    GSAI, POSTECH · National AI Research Lab · Krafton AI +1

  51. Bridging Modalities, Spanning Time: Structured Memory for Ultra-Long Agentic Video Reasoning

    May 8, 2026Jiazheng Li, Chi-Hao Wu, Yunze Liu +3Video AgentMultimodal Memory

    University of Connecticut · Northwestern University · University of Virginia

  52. Action Agent: Agentic Video Generation Meets Flow-Constrained Diffusion

    May 2, 2026Jeffrin Sam, Nguyen Khang, Yara Mahmoud +2Action GenerationVideo Agent

    Intelligent Space Robotics Laboratory, Skoltech, Bolshoy Boulevard, 30, Moscow 121205, Russia

  53. From Static Analysis to Audience Dissemination: A Training-Free Multimodal Controversy Detection Multi-Agent Framework

    May 1, 2026Zihan Ding, Ziyuan Yang, Yi ZhangContent ModerationVideo Agent

    Sichuan University, Chengdu, Sichuan, China · Nanyang Technological University, Singapore

  54. Co-Director: Agentic Generative Video Storytelling

    Apr 27, 2026Yale Song, Yiwen Song, Nick Losier +13Video AgentVideo Storytelling

    Google Inc.

  55. MultiWorld: Scalable Multi-Agent Multi-View Video World Models

    Apr 20, 2026Haoyu Wu, Jiwen Yu, Yingtian Zou +1Video World ModelsVideo Agent

    The University of Hong Kong · Sreal AI

  56. GUIDE: Resolving Domain Bias in GUI Agents through Real-Time Web Video Retrieval and Plug-and-Play Annotation

    Mar 27, 2026Rui Xie, Zhi Gao, Chenrui Shi +3Graphical User Interface AgentsVideo Agent

    Shanghai Jiao Tong University, Shanghai, China · State Key Laboratory for General Artificial Intelligence, BIGAI, Beijing, China · Beijing Institute of Technology, Beijing, China

  57. Agentic Very Long Video Understanding

    Jan 26, 2026Aniket Rege, Arka Sadhu, Yuliang Li +5Video AgentVideo Understanding

    Reality Labs Research at Meta · University of Wisconsin-Madison · Work done during internship at Meta

  58. Multimedia and Visual Analytics in the Agentic Era

    Apr 8, 2025Marcel Worring, Jan Zahálka, Stef van den Elzen +2Visual AnalyticsMultimodal Agents

    University of Amsterdam · Czech Technical University in Prague · Eindhoven University of Technology +1

  59. SGA: Plug&Play Geometric Verification for Educational Video Synthesis

    Date pendingJhon Lopez, Carlos Hinojosa, Bernard GhanemVideo AgentLarge Language Model Backbones

    Universidad Industrial de Santander · King Abdullah University of Science and Technology

  60. EventMemAgent: Hierarchical Event-Centric Memory for Online Video Understanding with Adaptive Tool Use

    Date pendingSiwei Wen, Zhangcheng Wang, Xingjian Zhang +2Video Agent

    Beijing Advanced Innovation Center for Future Blockchain and Privacy Computing, School of Artificial Intelligence, Beihang University, Beijing, China · 4Paradigm Inc., Beijing, China · Hangzhou International Innovation Institute, Beihang University, Hangzhou, China