Planning

VideoMind: Thinking in Steps for Long Video Understanding EACL 2026 VIR-Bench: Evaluating Geospatial and Temporal Understanding of MLLMs via Travel Video Itinerary Reconstruction AAAI 2026 VirtualEnv: A Platform for Embodied AI Research AAAI 2026 ViterbiPlanNet: Injecting Procedural Knowledge via Differentiable Viterbi for Planning in Instructional Videos CVPR 2026 W2S-AlignTree: Weak-to-Strong Inference-Time Alignment for Large Language Models via Monte Carlo Tree Search AAAI 2026 WALDO: Where Unseen Model-based 6D Pose Estimation Meets Occlusion WACV 2026 Watch and Learn: Learning to Use Computers from Online Videos CVPR 2026 WebChain: A Large-Scale Human-Annotated Dataset of Real-World Web Interaction Traces CVPR 2026 WebRollback: Enhancing Web Agents with Explicit Rollback Mechanisms EACL 2026 WebSynthesis: World Model-Guided Monte Carlo Tree Search for Efficient WebAgent Trajectory Synthesis ACL 2026 What Type of Inference is Active Inference? UAI 2026 What You See Is What You Reach: Towards Spatial Navigation with High-Level Human Instructions AAAI 2026 When Natural Strategies Meet Fuzziness and Resource-Bounded Actions AAAI 2026 Why Do LLM-based Web Agents Fail? A Hierarchical Planning Perspective ACL 2026 Why Do Open-Source LLMs Struggle with Data Analysis? A Systematic Empirical Study AAAI 2026 WorkForceAgent-R1: Incentivizing Reasoning Capability in LLM-based Web Agents via Reinforcement Learning EACL 2026 WorldAgen: Unified State-Action Prediction with Test-Time World Model Training AAAI 2026 You Don’t Need Pre-Built Graphs for RAG: Retrieval Augmented Generation with Adaptive Reasoning Structures AAAI 2026 3D-Mem: 3D Scene Memory for Embodied Exploration and Reasoning CVPR 2025 Abstraction Heuristics for Classical Planning Tasks with Conditional Effects IJCAI 2025 A Category-Theoretic Approach to Neural-Symbolic Task Planning with Bidirectional Search EMNLP 2025 Accelerate Parallelizable Reasoning via Parallel Decoding within One Sequence EMNLP 2025 Accelerating LLM Reasoning via Early Rejection with Partial Reward Modeling EMNLP 2025 A Constrained Text Revision Agent via Iterative Planning and Searching ACL 2025 ACPBench: Reasoning About Action, Change, and Planning AAAI 2025