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10 papers in the last four weeks, up 11% on the four weeks before. 0.1% of all new papers.

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  1. Perception Test 2026: Challenge Summary and Extension to City-scale Audio-Visual Reasoning

    Oct 8, 2026Fedor Kitashov, João Carreira, Shiry Ginosar +3Spatial Reasoning BenchmarksAudio-Visual Understanding

    Google DeepMind · Toyota Technological Institute at Chicago · University of Bristol +1

  2. VAMR: Multi-Question Agentic Reasoning for Efficient Long-Form Video Understanding

    Oct 8, 2026Runquan Gui, Hanzhu Chen, Zehao Wang +3Long-Video QAVideo QA

    University of Science and Technology of China · Tencent

  3. Less from More: Reinforcing Sparse Video Reasoning from Dense References

    Oct 7, 2026Wenfang Sun, Yingjun Du, Cees G. M. SnoekVideo ReasoningVLM Reasoning

    University of Amsterdam

  4. Beyond Anonymous Captions: Grounding Character Identity in Video Captioning and Question Answering

    Oct 7, 2026Anas Filali Razzouki, Killian Steunou, Khalil Guetari +3Video CaptioningVideo QA

    Télécom SudParis, Institut Polytechnique de Paris, France · Moments Lab Research, France

  5. Stable Scores, Unstable Answers: Frame Phase and Option Order in Video Multiple-Choice Evaluation

    Oct 6, 2026Lichen Zhu, Yiheng Wang, Yueqian Lin +2Video-Language Model EvaluationVideo QA

    Duke University, Durham, NC, USA

  6. A doctrine-grounded visual question answering dataset for Tactical Combat Casualty Care

    Oct 5, 2026Junseob Kim, Jade Chng, Ayman Ali +5Medical VQAVideo QA

    Department of Electrical and Computer Engineering, Duke University, Durham, NC, USA · Department of Biomedical Engineering, Duke University, Durham, NC, USA · Department of Surgery, Duke University, Durham, NC, USA +3

  7. InteractionBench: A Real-Time Interaction Benchmark for Streaming Video Systems

    Oct 5, 2026Enxin Song, Suhao Yu, Yifei Xu +7Streaming Video UnderstandingVideo-Language Model Evaluation

    University of Pennsylvania · Stanford University · University of Illinois at Urbana-Champaign +3

  8. Video Evidence Indexing: Learning Where to Look from Video Previews for Token-Budgeted Long-Video Question Answering

    Sep 30, 2026Haowen Guan, Shengzhi Li, Shichao PeiVideo QALong-Video QA

  9. Watch-Think-Interact: Bootstrapping Long-Horizon Multi-Turn Streaming Video Reasoning with Reinforcement Learning

    Sep 29, 2026Ziheng Huang, Yicheng Bao, Xueheng Li +8Streaming Video UnderstandingVideo QA

    East China Normal University · University of Science and Technology of China · Xiamen University

  10. ReVA: A Scene-Centric Dataset Beyond Repetition for Remote Sensing Video Question Answering

    Sep 28, 2026Zhen Yao, Likai Wang, Yuming Yang +9Remote Sensing VQAVideo QA

    Lehigh University · University of Southern California · Qualcomm AI Research

  11. CapMem: A Benchmark for Caption-Based Episodic Memory in Egocentric Video

    Sep 15, 2026Dingli Liang, Yiqiao Xie, Yukai Huang +6Memory-Augmented VLMsEgocentric Video QA

    University College London · Imperial College London · Durham University +4

  12. Not Another Text Benchmark: Putting the "Visual" Back in Visual Question Answering for Large Video Models

    Sep 15, 2026Rwiddhi Chakraborty, Yinong, Wang +7Video-Language Model EvaluationVideo QA

    Oliver · University of Copenhagen · Carnegie Mellon University +4

  13. Efficient Reasoning Distillation: Small Video-Language Models via Synthetic CoT and Difficulty-Aware Fine-Tuning

    Sep 14, 2026Mantek Singh, Jeshwanth Challagundla, Siddharth Raina +1CoT DistillationVLM Distillation

    Liverpool John Moores University, Liverpool, England · Carnegie Mellon University, Pittsburgh, USA · Meta, Sunnyvale, USA +1

  14. Long-to-Short Video Evidence Reasoning for Grounded Question Answering

    Sep 14, 2026Kaiyan Chen, Junbin Xiao, Xun YangTemporal Video GroundingVideo QA

    University of Science and Technology of China

  15. DementiaCare-Bench: A Modality-Validated Video Benchmark

    Sep 14, 2026Afrouz Sheikholeslami, Yuankai Qi, Xuyun Zhang +4Alzheimer's DiseaseHealthcare

    School of Computing, Macquarie University, Sydney, NSW, Australia · School of Electrical and Computer Engineering, University of Sydney, Sydney, NSW, Australia · University of California, Merced, CA, USA

  16. BodyCam-VQA: Enhanced Body-Worn Camera Video Captioning via Multimodal Reasoning and Probe Question Generation

    Sep 11, 2026Karish Gupta, Matthew Alex, Alex Li +6Video QAMultimodal Reasoning

    Worcester Polytechnic Institute, Worcester, MA, USA · Axon, Scottsdale, AZ, USA

  17. EgoSIS: From Factorized Visual Ego-Transitions to Motion-Canonical Spatial Evidence for UAV Reasoning

    Sep 8, 2026Jingpu Yang, Fengxian Ji, Mingxuan Cui +4Visual Spatial ReasoningEgocentric Video QA

    Beihang University, Beijing, China · Zhongguancun Academy, Beijing, China · Northeastern University, Shenyang, China +1

  18. ShallowStream: Index Shallow then Answer Deep for Streaming Video Understanding

    Sep 2, 2026Jitai Hao, Ke Yang, Di Yan +3Streaming Video UnderstandingEfficient Multimodal Inference

    Harbin Institute of Technology (Shenzhen)

  19. Cite or Decline: A Strict Course-Grounded Chatbot for STEM Lecture Videos

    Sep 1, 2026S M Masrur Ahmed, Jaspal SubhlokRetrieval-Augmented GenerationQuestion Answering

    University of Houston

  20. StreamScout: Learning When to Look Deeper for Streaming Video Understanding

    Aug 31, 2026Ce Zhang, Jing Bi, Jinxi He +9Adaptive InferenceStreaming Video Understanding

    Carnegie Mellon University · TikTok · University of Rochester +2

  21. SocialReasonBench: A Video-QA Benchmark for Social Reasoning with Counterfactual Narrative Videos

    Aug 31, 2026Zheyu Huang, Zijing Shi, Haozhe Luo +4Video QAMultimodal Reasoning

    AAII, University of Technology Sydney · Northeastern University · Fudan University +1

  22. Dynamic Hub-and-Spoke Memory for Streaming Video Understanding

    Aug 31, 2026Xinru Jiang, Lin Zhao, Xi Xiao +7Memory-Augmented VLMsStreaming Video Understanding

    Northeastern University · University of Alabama at Birmingham · Tulane University +2

  23. Where to Look Matters: On-Policy Self-Distillation for Long-Video Understanding

    Aug 26, 2026Kaishen Wang, Dongdi Zhao, Yijun Liang +4On-Policy Self-DistillationVLM Distillation

    University of Maryland, College Park · Johns Hopkins University

  24. R4DSG: Relative 4D Scene Graph Memory for Object-Centric Question Answering in Long Egocentric Video

    Aug 11, 2026Ke Ma, Yamin Mao, Weiming Li +5Egocentric Video QAVideo QA

    College of Design and Innovation Tongji University Shanghai, China · Samsung R&D Institute China - Beijing Beijing, China · Shanghai Jiao Tong University Shanghai, China +2

  25. FADE: From Passive Verification to Active Discovery in Counterfactual Video Understanding

    Aug 11, 2026Fufangchen Zhao, Jinhu Fu, Jiachen Lei +3Counterfactual EvaluationVideo QA

    State Key Laboratory of Networking and Switching Technology, BUPT · AMAP, Alibaba Group

  26. VideoVIBE: A Video-Grounded Diagnostic Benchmark for One-Shot Interactive Website Generation

    Aug 10, 2026Jiajun Xu, Yanghao Zhou, Jingyun Liao +6Web Application GenerationVideo-Language Model Evaluation

    University of Technology Sydney · Beijing Institute of Technology · Hunan University +4

  27. REVEAL: A Rubric-Guided Agent for Explicit Evidence Sufficiency Verificationin Long-Video Question Answering

    Aug 9, 2026Caijun Yan, Yang Zhou, Meixing Shi +4Video QALong-Video QA

    1Zhejiang University · 2Shanghai AI Laboratory

  28. SportsGrounder: Proposal-Aided Interleaved Grounding for Dense Sports Video Reasoning

    Aug 8, 2026Yizhi Li, Jiawei Jiang, Guanhong Wang +2Sports Video AnalysisVideo QA

    Zhejiang University Hangzhou, China · Beijing Jiaotong University Beijing, China

  29. I Seek You in Videos: Identity-Conditioned Queries for Person-Centric Video Reasoning

    Aug 7, 2026Shibo Gao, Chongxiao Wang, Chenglong Huang +10Video QAVision-Language Grounding

    School of Computing and Communications Lancaster University Lancaster, United Kingdom

  30. DAEP: Difficulty-Aware Evidence Planning for Medical Video Corpus Temporal Answer Grounding

    Aug 7, 2026Tianjian He, Yujie Liu, Zhiping Huang +1Temporal Video GroundingVideo Understanding

    TikTok, ByteDance, China · Beijing Institute of Graphic Communication, Beijing, China · Lingnan University, Hong Kong, China