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364 papers

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MCTS

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large language model (71) reinforcement learning (43) multi-agent system (19) markov decision process (16) game ai (14) partially observable markov decision process (13) retrieval-augmented generation (13) model-based reinforcement learning (12) neural network (12) language model (11)

Papers

Planning in Branch-and-Bound: Model-Based Reinforcement Learning for Exact Combinatorial Optimization AAAI 2026 ProFocus: Proactive Perception and Focused Reasoning in Vision-and-Language Navigation CVPR 2026 Reason-Code: Reliable Code Generation via Test-Driven Monte Carlo Tree Search ACL 2026 Reinforced Efficient Reasoning via Semantically Diverse Exploration ACL 2026 ReVAD: From Imitation to Reasoning in Vectorized Autonomous Driving via Latent Space Search UAI 2026 RPM-MCTS: Knowledge-Retrieval as Process Reward Model with Monte Carlo Tree Search for Code Generation AAAI 2026 SPIRAL: Symbolic LLM Planning via Grounded and Reflective Search AAAI 2026 T2Agent: A Tool-augmented Multimodal Misinformation Detection Agent with Monte Carlo Tree Search AAAI 2026 Tailoring Diagnostic Modeling to Individual Learners: Personalized Distractor Generation via MCTS-Guided Reasoning Reconstruction ACL 2026 ToC: Tree-of-Claims Search with Multi-Agent Language Models AAAI 2026 Top-Down Semantic Refinement for Image Captioning AAAI 2026 Toward Better EHR Reasoning in LLMs: Reinforcement Learning with Expert Attention Guidance AAAI 2026 Uncertainty-Aware Test-Time Search for Optimization Problem Solving ACL 2026 VCU-Bridge: Hierarchical Visual Connotation Understanding via Semantic Bridging CVPR 2026 W2S-AlignTree: Weak-to-Strong Inference-Time Alignment for Large Language Models via Monte Carlo Tree Search AAAI 2026 WebSynthesis: World Model-Guided Monte Carlo Tree Search for Efficient WebAgent Trajectory Synthesis ACL 2026 A Constrained Text Revision Agent via Iterative Planning and Searching ACL 2025 A Dual-Mind Framework for Strategic and Expressive Negotiation Agent ACL 2025 A Dynamic Knowledge Update-Driven Model with Large Language Models for Fake News Detection IJCAI 2025 AFlow: Automating Agentic Workflow Generation ICLR 2025 AgentPro: Enhancing LLM Agents with Automated Process Supervision EMNLP 2025 AirRAG: Autonomous Strategic Planning and Reasoning Steer Retrieval Augmented Generation EMNLP 2025 Alpha-SQL: Zero-Shot Text-to-SQL using Monte Carlo Tree Search ICML 2025 ARise: Towards Knowledge-Augmented Reasoning via Risk-Adaptive Search ACL 2025 A Systematic Examination of Preference Learning through the Lens of Instruction-Following NAACL 2025