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

Jul 13Week of Sep 28
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  1. 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

  2. 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

  3. 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.

  4. 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

  5. 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

  6. 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

  7. 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.

  8. 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

  9. VidMsg: A Benchmark for Implicit Message Inference in Short Videos

    Jun 2, 2026Issar Tzachor, Michael Green, Rami Ben-AriVLM EvaluationVideo QA

    OriginAI, Israel

  10. Moment-Video: Diagnosing Temporal Fidelity of Video MLLMs on Momentary Visual Events

    Jun 1, 2026Xiaolin Liu, Yilun Zhu, Xiangyu Zhao +9VLM EvaluationVideo QA

    Shandong University · Southeast University · Shanghai Jiao Tong University +1

  11. Question-Aware Evidence Ledgers for Video Relational Reasoning

    Jun 1, 2026Yilin Ou, Mengshi Qi, Huadong MaVisual Spatial ReasoningRelational Reasoning

    State Key Laboratory of Networking and Switching Technology Beijing University of Posts and Telecommunications, China

  12. 3rd Place at CVPR 2026 CASTLE Challenge: Agentic Multi-View Long-Context Video Understanding via Hierarchical Knowledge Graph Retrieval

    Jun 1, 2026Raghad Albusayes, Munirah AlyahyaVideo QAEgocentric Video Understanding

    TAHAKOM

  13. TLG: Temporal-Logic Grounding for Video Question Answering via Source-Annotation Reconstruction and Category-Targeted Reasoning

    Jun 1, 2026Ali AlaviTemporal Video GroundingLogical Reasoning

    The Ohio State University

  14. Perception First: A Frontier Native-Video Model with Self-Consistency for Implicit Video Question Answering

    May 31, 2026Ali AlaviVisual Spatial ReasoningVideo QA

    The Ohio State University

  15. Temporal Evidence Routing with Structured Visual Evidence for TimeLogicQA

    May 31, 2026Yuyang Sun, Yongliang Wu, Xingyu Zhu +8Video QAStructured Reasoning

    Southeast University · National University of Singapore · Independent Researcher +2

  16. Adaptive Dense Evidence Refinement for Video Relational Reasoning for VRR-QA Challenge

    May 31, 2026Yuyang Sun, Yongliang Wu, Xingyu Zhu +8Visual Spatial ReasoningInference-Time Optimization

    Southeast University · National University of Singapore · Independent Researcher +2

  17. Disagreement-Based Cross-Model Routing for Implicit Video Question Answering

    May 31, 2026Durga Sandeep SaluruQuestion AnsweringVideo QA

    Independent Researcher

  18. The Right Inference Strategy Is All You Need: Nearly Training-Free Domain-Wise Inference for EgoCross Challenge

    May 30, 2026Leyi Wu, Yifan Zhao, Jinjie Zhang +2Egocentric Video QAVideo QA

    HKUST(GZ) · Knowin · HKUST

  19. SuperMemory-VQA: An Egocentric Visual Question-Answering Benchmark for Long-Horizon Memory

    May 30, 2026Samiul Alam, Shakhrul Iman Siam, Michael J. Proulx +4Multimodal MemoryEgocentric Video QA

    The Ohio State University · Meta

  20. CASTLE2026 Team WDL Technical Report

    May 30, 2026Zhengyang Li, Zhenglin Du, Yi Wen +3Multimodal RAGEgocentric Video QA

    Key Laboratory of Intelligent Perception and Image Understanding

  21. An Attribute-Based Measure of Video Complexity

    May 30, 2026Aditya Sarkar, Yi Li, Zihao Wang +6VLM EvaluationVideo QA

    UMIACS-University of Maryland College Park · University of California San Diego · Qualcomm +2

  22. Semantic and Visual Evidence for Efficient Long-Video Reasoning: A Solution for the HD-EPIC VQA Challenge

    May 28, 2026Yinsong Xu, Wei Jing, Liuxin Zhang +2Egocentric Video QAVideo QA

    Lenovo, China

  23. Reflective Dialogue between Teacher and Solver Agents for Video Question Answering

    May 27, 2026Takuya Murakawa, Toru TamakiVLM AdaptationVideo QA

    Nagoya Institute of Technology, Nagoya, Japan

  24. EgoAdapt: A Multi-Scene Egocentric Adaptation Method for CVPR 2026 HD-EPIC VQA Challenge

    May 23, 2026Zhiwei Chen, Yupeng Hu, Zixu Li +4Test-Time AdaptationVLM Adaptation

    Shandong University · Harbin Institute of Technology (Shenzhen)

  25. CaST-Bench: Benchmarking Causal Chain-Grounded Spatio-Temporal Reasoning for Video Question Answering

    May 22, 2026Mingfang Zhang, Jingjing Pan, Ashutosh Kumar +7VLM EvaluationTemporal Video Grounding

    Woven by Toyota · The University of Tokyo

  26. Cambrian-P: Pose-Grounded Video Understanding

    May 21, 2026Jihan Yang, Zifan Zhao, Xichen Pan +5Vision-Language ModelsCamera Pose Estimation

    New York University · UC Berkeley · Meta FAIR

  27. MuKV: Multi-Grained KV Cache Compression for Long Streaming Video Question-Answering

    May 21, 2026Junbin Xiao, Jiajun Chen, Tianxiang Sun +2KV CachingVideo QA

    University of Science and Technology of China · National University of Singapore

  28. FineBench: Benchmarking and Enhancing Vision-Language Models for Fine-grained Human Activity Understanding

    May 19, 2026Gueter Josmy Faure, Min-Hung Chen, Jia-Fong Yeh +2VLM EvaluationTemporal Video Grounding

    National Taiwan University · Google · Independent Researcher

  29. CRAFT: Critic-Refined Adaptive Key-Frame Targeting for Multimodal Video Question Answering

    May 18, 2026Mahesh Bhosale, Abdul Wasi, Vishvesh Trivedi +3Claim VerificationVideo QA

    University at Buffalo · 2New York University

  30. EgoExoMem: Cross-View Memory Reasoning over Synchronized Egocentric and Exocentric Videos

    May 18, 2026Ruiping Liu, Junwei Zheng, Yufan Chen +7Multimodal MemoryVideo QA

    Karlsruhe Institute of Technology · ETH Zurich · University of Oxford +2