Planning

ReAct Meets Industrial IoT: Language Agents for Data Access EMNLP 2025 ReAgent: Reversible Multi-Agent Reasoning for Knowledge-Enhanced Multi-Hop QA EMNLP 2025 ReAL-AD: Towards Human-Like Reasoning in End-to-End Autonomous Driving ICCV 2025 Reason from Future: Reverse Thought Chain Enhances LLM Reasoning ACL 2025 Reasoning Aware Self-Consistency: Leveraging Reasoning Paths for Efficient LLM Sampling NAACL 2025 Reasoning for Translation: Comparative Analysis of Chain-of-Thought and Tree-of-Thought Prompting for LLM Translation ACL 2025 Reasoning in Visual Navigation of End-to-end Trained Agents: A Dynamical Systems Approach CVPR 2025 Reasoning with Graphs: Structuring Implicit Knowledge to Enhance LLMs Reasoning ACL 2025 Reasoning with Trees: Faithful Question Answering over Knowledge Graph COLING 2025 Recipe2Plan: Evaluating Planning Abilities of LLMs for Efficient and Feasible Multitasking with Time Constraints Between Actions EMNLP 2025 RefactorBench: Evaluating Stateful Reasoning in Language Agents Through Code ICLR 2025 Reflective Planning: Vision-Language Models for Multi-Stage Long-Horizon Robotic Manipulation CoRL 2025 Reflect-then-Plan: Offline Model-Based Planning through a Doubly Bayesian Lens ICML 2025 ReGen: Generative Robot Simulation via Inverse Design ICLR 2025 Reinforcement learning with combinatorial actions for coupled restless bandits ICLR 2025 Reinforcing Compositional Retrieval: Retrieving Step-by-Step for Composing Informative Contexts ACL 2025 Relational Decomposition for Program Synthesis IJCAI 2025 Representation-driven Option Discovery in Reinforcement Learning AAAI 2025 ResearStudio: A Human-intervenable Framework for Building Controllable Deep Research Agents EMNLP 2025 Responsibility Anticipation and Attribution in LTLf IJCAI 2025 RETAIL: Towards Real-world Travel Planning for Large Language Models EMNLP 2025 RethinkMCTS: Refining Erroneous Thoughts in Monte Carlo Tree Search for Code Generation EMNLP 2025 Revealing the Barriers of Language Agents in Planning NAACL 2025 REVECA: Adaptive Planning and Trajectory-Based Validation in Cooperative Language Agents Using Information Relevance and Relative Proximity AAAI 2025 Revelations: A Decidable Class of POMDPs with Omega-Regular Objectives AAAI 2025