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monte carlo tree search

364 papers

MCTS

Papers

RAG-Star: Enhancing Deliberative Reasoning with Retrieval Augmented Verification and Refinement NAACL 2025 RARE: Retrieval-Augmented Reasoning Enhancement for Large Language Models ACL 2025 RASPberry: Retrieval-Augmented Monte Carlo Tree Self-Play with Reasoning Consistency for Multi-Hop Question Answering ACL 2025 Reasoning with Trees: Faithful Question Answering over Knowledge Graph COLING 2025 RedHit: Adaptive Red-Teaming of Large Language Models via Search, Reasoning, and Preference Optimization ACL 2025 ReKG-MCTS: Reinforcing LLM Reasoning on Knowledge Graphs via Training-Free Monte Carlo Tree Search ACL 2025 RethinkMCTS: Refining Erroneous Thoughts in Monte Carlo Tree Search for Code Generation EMNLP 2025 rStar-Math: Small LLMs Can Master Math Reasoning with Self-Evolved Deep Thinking ICML 2025 RuAG: Learned-rule-augmented Generation for Large Language Models ICLR 2025 SAPIENT: Mastering Multi-turn Conversational Recommendation with Strategic Planning and Monte Carlo Tree Search NAACL 2025 Scalable Decision-Making in Stochastic Environments through Learned Temporal Abstraction ICLR 2025 Search-in-Context: Efficient Multi-Hop QA over Long Contexts via Monte Carlo Tree Search with Dynamic KV Retrieval ACL 2025 Semi-Markovian Planning to Coordinate Aerial and Maritime Medical Evacuation Platforms AAAI 2025 Socratic-MCTS: Test-Time Visual Reasoning by Asking the Right Questions EMNLP 2025 SRA-MCTS: Self-driven Reasoning Augmentation with Monte Carlo Tree Search for Code Generation IJCAI 2025 STAIR: Improving Safety Alignment with Introspective Reasoning ICML 2025 Strategist: Self-improvement of LLM Decision Making via Bi-Level Tree Search ICLR 2025 Strength Estimation and Human-Like Strength Adjustment in Games ICLR 2025 SWE-Search: Enhancing Software Agents with Monte Carlo Tree Search and Iterative Refinement ICLR 2025 Sycophancy Mitigation Through Reinforcement Learning with Uncertainty-Aware Adaptive Reasoning Trajectories EMNLP 2025 SynWorld: Virtual Scenario Synthesis for Agentic Action Knowledge Refinement ACL 2025 TCCD: Tree-guided Continuous Causal Discovery via Collaborative MCTS-Parameter Optimization IJCAI 2025 Think&Cite: Improving Attributed Text Generation with Self-Guided Tree Search and Progress Reward Modeling ACL 2025 Think More, Hallucinate Less: Mitigating Hallucinations via Dual Process of Fast and Slow Thinking ACL 2025 ThoughtSculpt: Reasoning with Intermediate Revision and Search NAACL 2025