conftrace_

monte carlo tree search

271 papers

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Also known as

MCTS

Co-occurring keywords

large language model (13587) reinforcement learning (4352) multi-agent system (1819) markov decision process (790) game ai (121) retrieval-augmented generation (1592) neural network (6616) model-based reinforcement learning (415) monte-carlo tree search (37) combinatorial optimization (1039)

Papers

ToC: Tree-of-Claims Search with Multi-Agent Language Models AAAI 2026

Learn to Relax with Large Language Models: Solving Constraint Optimization Problems via Bidirectional Coevolution ACL 2026

From Mathematical Reasoning to Code: Generalization of Process Reward Models in Test-Time Scaling AAAI 2026

Benchmarking and Enhancing Rule Knowledge-Driven Reasoning of Large Language Models AAAI 2026

Planning in Branch-and-Bound: Model-Based Reinforcement Learning for Exact Combinatorial Optimization AAAI 2026

Attack the Messages, Not the Agents: A Multi-round Adaptive Stealthy Tampering Framework for LLM-MAS AAAI 2026

3DAlign-DAER: Dynamic Attention Policy and Efficient Retrieval Strategy for Fine-grained 3D-Text Alignment at Scale AAAI 2026

Navigating the Alpha Jungle: An LLM-Powered MCTS Framework for Formulaic Alpha Factor Mining AAAI 2026

MedS³: Towards Medical Slow Thinking with Self-Evolved Soft Dual-sided Process Supervision AAAI 2026

MCTSr-Zero: Self-Reflective Psychological Counseling Dialogues Generation via Principles and Adaptive Exploration AAAI 2026

MOTIF: Multi-strategy Optimization via Turn-based Interactive Framework AAAI 2026

PhyPlan: Learning to Plan Tasks with Generalizable and Rapid Physical Reasoning for Embodied Manipulation AAAI 2026

Extreme Value Monte Carlo Tree Search for Classical Planning 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

Diffusion Language Model Inference with Monte Carlo Tree Search EACL 2026

Top-Down Semantic Refinement for Image Captioning AAAI 2026

T2Agent: A Tool-augmented Multimodal Misinformation Detection Agent with Monte Carlo Tree Search AAAI 2026

W2S-AlignTree: Weak-to-Strong Inference-Time Alignment for Large Language Models via Monte Carlo Tree Search AAAI 2026

Toward Better EHR Reasoning in LLMs: Reinforcement Learning with Expert Attention Guidance AAAI 2026

Jupiter: Enhancing LLM Data Analysis Capabilities via Notebook and Inference-Time Value-Guided Search AAAI 2026

RPM-MCTS: Knowledge-Retrieval as Process Reward Model with Monte Carlo Tree Search for Code Generation AAAI 2026

MCTS-SQL: Light-Weight LLMs Can Master the Text-to-SQL Through Monte Carlo Tree Search AAAI 2026

SPIRAL: Symbolic LLM Planning via Grounded and Reflective Search AAAI 2026

Mixture-of-Minds: Multi-Agent Reinforcement Learning for Table Understanding ACL 2026