long video understanding

APB-V: Accelerating Long-Video Understanding via Sequence-Parallelism-aware Approximate Attention ACL 2026 APVR: Hour-Level Long Video Understanding with Adaptive Pivot Visual Information Retrieval AAAI 2026 CURVE: A Benchmark for Cultural and Multilingual Long Video Reasoning CVPR 2026 Hierarchical Long Video Understanding with Audiovisual Entity Cohesion and Agentic Search CVPR 2026 LongVT: Incentivizing "Thinking with Long Videos" via Native Tool Calling CVPR 2026 META: Meta Evolution of Tool Trajectory Adaptation for Long-Video Understanding CVPR 2026 ReMoRa: Multimodal Large Language Model based on Refined Motion Representation for Long-Video Understanding CVPR 2026 Scaling the Long Video Understanding of Multimodal Large Language Models via Visual Memory Mechanism CVPR 2026 Seeing Is Believing: Grounding Long-Video Understanding in Spatio-Temporal Visual Evidence AAAI 2026 Seeing the Scene Matters: Revealing Forgetting in Video Understanding Models with a Scene-Aware Long-Video Benchmark CVPR 2026 Think, Then Verify: A Hypothesis-Verification Multi-Agent Framework for Long Video Understanding CVPR 2026 TimeViper: A Hybrid Mamba-Transformer Vision-Language Model for Efficient Long Video Understanding CVPR 2026 VideoMind: Thinking in Steps for Long Video Understanding EACL 2026 Video Panels for Long Video Understanding CVPR 2026 VideoPro: Adaptive Program Reasoning for Long Video Understanding ACL 2026 VideoStir: Understanding Long Videos via Spatio-Temporally Structured and Intent-Aware RAG ACL 2026 VirtueBench: Evaluating Trustworthiness under Uncertainty in Long Video Understanding CVPR 2026 Wavelet-based Frame Selection by Detecting Semantic Boundary for Long Video Understanding CVPR 2026 DrVideo: Document Retrieval Based Long Video Understanding CVPR 2025 From Trial to Triumph: Advancing Long Video Understanding via Visual Context Sample Scaling and Self-reward Alignment ICCV 2025 Generative Frame Sampler for Long Video Understanding ACL 2025 InfiniBench: A Benchmark for Large Multi-Modal Models in Long-Form Movies and TV Shows EMNLP 2025 Language Repository for Long Video Understanding ACL 2025 LVAgent: Long Video Understanding by Multi-Round Dynamical Collaboration of MLLM Agents ICCV 2025 LVBench: An Extreme Long Video Understanding Benchmark ICCV 2025