video question answering

ReFineVQA: Iterative Refinement of Video Description via Feedback Generation for Video Question Answering WACV 2026 Reinforcing Structured Chain-of-Thought for Video Understanding CVPR 2026 Spacewalk-18: A Benchmark for Multimodal and Long-form Procedural Video Understanding in Novel Domains WACV 2026 StreamReady: Learning What to Answer and When in Long Streaming Videos CVPR 2026 SVAgent: Storyline-guided Long Video Understanding via Cross-Modal Multi-Agent Collaboration CVPR 2026 Thinking With Videos: Multimodal Tool-Augmented Reinforcement Learning for Long Video Reasoning CVPR 2026 Think, Then Verify: A Hypothesis-Verification Multi-Agent Framework for Long Video Understanding CVPR 2026 Too Many Frames, Not All Useful: Efficient Strategies for Long-Form Video QA EACL 2026 Towards Sparse Video Understanding and Reasoning CVPR 2026 VAGU & GtS: LLM-Based Benchmark and Framework for Joint Video Anomaly Grounding and Understanding AAAI 2026 VideoAuto-R1: Video Auto Reasoning via Thinking Once, Answering Twice CVPR 2026 Video-MMMU: Evaluating Knowledge Acquisition from Multidisciplinary Professional Videos ACL 2026 VideoNet: A Large-Scale Dataset for Domain-Specific Action Recognition CVPR 2026 Video Panels for Long Video Understanding CVPR 2026 VisAssist: A Visually Impaired-Captured Video Question Answering Benchmark for Assistive Systems AAAI 2026 VRR-QA: Visual Relational Reasoning in Videos Beyond Explicit Cues CVPR 2026 WorldMM: Dynamic Multimodal Memory Agent for Long Video Reasoning CVPR 2026 $∞$-Video: A Training-Free Approach to Long Video Understanding via Continuous-Time Memory Consolidation ICML 2025 A Culturally-diverse Multilingual Multimodal Video Benchmark & Model EMNLP 2025 AdaCM^2: On Understanding Extremely Long-Term Video with Adaptive Cross-Modality Memory Reduction CVPR 2025 Adaptive Keyframe Sampling for Long Video Understanding CVPR 2025 A Dataset for Programming-based Instructional Video Classification and Question Answering COLING 2025 Assessing Modality Bias in Video Question Answering Benchmarks with Multimodal Large Language Models AAAI 2025 BIMBA: Selective-Scan Compression for Long-Range Video Question Answering CVPR 2025 Building a Mind Palace: Structuring Environment-Grounded Semantic Graphs for Effective Long Video Analysis with LLMs CVPR 2025