Planning

PreAct: Prediction Enhances Agent’s Planning Ability COLING 2025 Predicate-Guided Generation for Mathematical Reasoning EMNLP 2025 Predicting User Behavior in Smart Spaces with LLM-Enhanced Logs and Personalized Prompts AAAI 2025 Prejudge-Before-Think: Enhancing Large Language Models at Test-Time by Process Prejudge Reasoning EMNLP 2025 Proactive Agent: Shifting LLM Agents from Reactive Responses to Active Assistance ICLR 2025 Proactive and Reactive Constraint Programming for Stochastic Project Scheduling with Maximal Time-Lags AAAI 2025 Probabilistic Analysis of Stable Matching in Large Markets with Siblings IJCAI 2025 Probabilistic Satisfaction of Temporal Logic Constraints in Reinforcement Learning via Adaptive Policy-Switching L4DC 2025 Procedure Knowledge Decoupled Distillation Strategy for Procedure Planning in Instructional Videos AAAI 2025 Process Reward Model with Q-value Rankings ICLR 2025 Process-Supervised Reinforcement Learning for Code Generation EMNLP 2025 ProcWorld: Benchmarking Large Model Planning in Reachability-Constrained Environments EMNLP 2025 Program Synthesis Dialog Agents for Interactive Decision-Making IJCNLP 2025 Progressive Multimodal Reasoning via Active Retrieval ACL 2025 ProTOD: Proactive Task-oriented Dialogue System Based on Large Language Model COLING 2025 Provably Efficient Exploration in Inverse Constrained Reinforcement Learning ICML 2025 Proving Olympiad Inequalities by Synergizing LLMs and Symbolic Reasoning ICLR 2025 PuzzleGPT: Emulating Human Puzzle-Solving Ability for Time and Location Prediction NAACL 2025 PyBangla at BLP-2025 Task 2: Enhancing Bangla-to-Python Code Generation with Iterative Self-Correction and Multilingual Agents AACL 2025 R1-Onevision: Advancing Generalized Multimodal Reasoning through Cross-Modal Formalization ICCV 2025 R2C: Mapping Room to Chessboard to Unlock LLM As Low-Level Action Planner CVPR 2025 RAG-Star: Enhancing Deliberative Reasoning with Retrieval Augmented Verification and Refinement NAACL 2025 Rank-One Modified Value Iteration ICML 2025 RATE-Nav: Region-Aware Termination Enhancement for Zero-shot Object Navigation with Vision-Language Models ACL 2025 ReachAgent: Enhancing Mobile Agent via Page Reaching and Operation NAACL 2025