video reasoning

Act2See: Emergent Active Visual Perception for Video Reasoning CVPR 2026 APPO: Attention-guided Perception Policy Optimization for Video Reasoning CVPR 2026 Beyond Perceptual Shortcuts: Causal-Inspired Debiasing Optimization for Generalizable Video Reasoning in Lightweight MLLMs CVPR 2026 CogStream: Context-guided Streaming Video Question Answering AAAI 2026 Conan: Progressive Learning to Reason Like a Detective over Multi-Scale Visual Evidence CVPR 2026 Graph-to-Frame RAG: Visual-Space Knowledge Fusion for Training-Free and Auditable Video Reasoning CVPR 2026 Incentivizing Versatile Video Reasoning in MLLMs via Data-Efficient Reinforcement Learning CVPR 2026 Learning Transferable Temporal Primitives for Video Reasoning via Synthetic Videos CVPR 2026 LensWalk: Agentic Video Understanding by Planning How You See in Videos CVPR 2026 Minerva-Ego: Spatiotemporal Hints for Egocentric Video Understanding CVPR 2026 ReasonAct: Progressive Training for Fine-Grained Video Reasoning in Small Models AAAI 2026 Reinforce to Learn, Elect to Reason: A Dual Paradigm for Video Reasoning CVPR 2026 SAGE: Training Smart Any-Horizon Agents for Long Video Reasoning with Reinforcement Learning CVPR 2026 Select Less, Reason More: Prioritizing Evidence Purity for Video Reasoning CVPR 2026 Thinking With Videos: Multimodal Tool-Augmented Reinforcement Learning for Long Video Reasoning CVPR 2026 VAST: Video Ability-Stratified Taxonomy for Data-Efficient Video Reasoning CVPR 2026 VideoSeek: Long-Horizon Video Agent with Tool-Guided Seeking CVPR 2026 VIRST: Video-Instructed Reasoning Assistant for SpatioTemporal Segmentation CVPR 2026 Addressing Blind Guessing: Calibration of Selection Bias in Multiple-Choice Question Answering by Video Language Models ACL 2025 Black Swan: Abductive and Defeasible Video Reasoning in Unpredictable Events CVPR 2025 Flexible Frame Selection for Efficient Video Reasoning CVPR 2025 GLIMPSE: Do Large Vision-Language Models Truly Think With Videos or Just Glimpse at Them? EMNLP 2025 MINERVA: Evaluating Complex Video Reasoning ICCV 2025 Motion-Grounded Video Reasoning: Understanding and Perceiving Motion at Pixel Level CVPR 2025 Towards Video Thinking Test: A Holistic Benchmark for Advanced Video Reasoning and Understanding ICCV 2025