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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

3DAlign-DAER: Dynamic Attention Policy and Efficient Retrieval Strategy for Fine-grained 3D-Text Alignment at Scale AAAI 2026 Adaptive Planning for Multi-Attribute Controllable Summarization with Monte Carlo Tree Search ACL 2026 AlphaContext: An Evolutionary Tree-based Psychometric Context Generator for Creativity Assessment ACL 2026 Attack the Messages, Not the Agents: A Multi-round Adaptive Stealthy Tampering Framework for LLM-MAS AAAI 2026 Benchmarking and Enhancing Rule Knowledge-Driven Reasoning of Large Language Models AAAI 2026 Beyond Examples: Towards Automated Thought-level In-Context Reasoning for Large Language Models ACL 2026 Bilevel MCTS for Amortized O(1) Node Selection in Classical Planning AAAI 2026 Breaking the Regional Perception Bottleneck of Multimodal Large Language Models via External Reasoning Framework CVPR 2026 Diffusion Language Model Inference with Monte Carlo Tree Search EACL 2026 DRS-GUI: Dynamic Region Search for Training-Free GUI Grounding CVPR 2026 Efficient Multi-Agent System Training with Data Influence-Oriented Tree Search ACL 2026 Extreme Value Monte Carlo Tree Search for Classical Planning AAAI 2026 From Mathematical Reasoning to Code: Generalization of Process Reward Models in Test-Time Scaling AAAI 2026 From Text to Simulation: A Multi-Agent LLM Workflow for Automated Chemical Process Design AAAI 2026 I-MCTS: Enhancing Agentic AutoML via Introspective Monte Carlo Tree Search EACL 2026 Jupiter: Enhancing LLM Data Analysis Capabilities via Notebook and Inference-Time Value-Guided Search AAAI 2026 Learning from Contrasts: Synthesizing Reasoning Paths from Diverse Search Trajectories ACL 2026 Learn to Relax with Large Language Models: Solving Constraint Optimization Problems via Bidirectional Coevolution ACL 2026 MCTSr-Zero: Self-Reflective Psychological Counseling Dialogues Generation via Principles and Adaptive Exploration AAAI 2026 MCTS-SQL: Light-Weight LLMs Can Master the Text-to-SQL Through Monte Carlo Tree Search AAAI 2026 MedS³: Towards Medical Slow Thinking with Self-Evolved Soft Dual-sided Process Supervision AAAI 2026 Mixture-of-Minds: Multi-Agent Reinforcement Learning for Table Understanding ACL 2026 MOTIF: Multi-strategy Optimization via Turn-based Interactive Framework AAAI 2026 Navigating the Alpha Jungle: An LLM-Powered MCTS Framework for Formulaic Alpha Factor Mining AAAI 2026 PhyPlan: Learning to Plan Tasks with Generalizable and Rapid Physical Reasoning for Embodied Manipulation AAAI 2026