spatio-temporal reasoning

CaST-Bench: Benchmarking Causal Chain-Grounded Spatio-Temporal Reasoning for Video Question Answering CVPR 2026 CLiViS: Unleashing Cognitive Map through Linguistic-Visual Synergy for Embodied Visual Reasoning CVPR 2026 CoWTracker: Tracking by Warping instead of Correlation CVPR 2026 Flat-Pack Bench: Evaluating Spatio-Temporal Understanding in Large Vision-Language Models through Furniture Assembly CVPR 2026 HanDyVQA: A Video QA Benchmark for Fine-Grained Hand-Object Interaction Dynamics CVPR 2026 Inferring Compositional 4D Scenes without Ever Seeing One CVPR 2026 LASAR: Towards Spatio-temporal Reasoning with Latent Cognitive Map CVPR 2026 Long-RVOS: A Comprehensive Benchmark for Long-term Referring Video Object Segmentation CVPR 2026 Minerva-Ego: Spatiotemporal Hints for Egocentric Video Understanding CVPR 2026 R4: Retrieval-Augmented Reasoning for Vision-Language Models in 4D Spatio-Temporal Space CVPR 2026 R-AVST: Empowering Video-LLMs with Fine-Grained Spatio-Temporal Reasoning in Complex Audio-Visual Scenarios AAAI 2026 ReMoT: Reinforcement Learning with Motion Contrast Triplets CVPR 2026 Seeing Is Believing: Grounding Long-Video Understanding in Spatio-Temporal Visual Evidence AAAI 2026 SpatialLogic-Bench: A Diagnostic Benchmark for Task-Oriented Spatiotemporal Reasoning AAAI 2026 Streaming Video Crime Anticipation with Spatio-Temporal Causal Reasoning CVPR 2026 STReasoner: Empowering LLMs for Spatio-Temporal Reasoning in Time Series via Spatial-Aware Reinforcement Learning ACL 2026 STRIDE-QA: Visual Question Answering Dataset for Spatiotemporal Reasoning in Urban Driving Scenes AAAI 2026 SurgCoT: Advancing Spatiotemporal Reasoning in Surgical Videos through a Chain-of-Thought Benchmark CVPR 2026 SwiftVLA: Unlocking Spatiotemporal Dynamics for Lightweight VLA Models at Minimal Overhead CVPR 2026 Thinking in Dynamics: How Multimodal Large Language Models Perceive, Track, and Reason Dynamics in Physical 4D World CVPR 2026 TubeRMC: Tube-conditioned Reconstruction with Mutual Constraints for Weakly-supervised Spatio-Temporal Video Grounding AAAI 2026 Understanding Dynamic Scenes in Ego Centric 4D Point Clouds AAAI 2026 VideoCuRL: Video Curriculum Reinforcement Learning with Orthogonal Difficulty Decomposition ACL 2026 ALSTER: A Local Spatio-Temporal Expert for Online 3D Semantic Reconstruction WACV 2025 Building a Mind Palace: Structuring Environment-Grounded Semantic Graphs for Effective Long Video Analysis with LLMs CVPR 2025