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

MCTS-RAG: Enhancing Retrieval-Augmented Generation with Monte Carlo Tree Search EMNLP 2025
A Systematic Examination of Preference Learning through the Lens of Instruction-Following NAACL 2025
ReKG-MCTS: Reinforcing LLM Reasoning on Knowledge Graphs via Training-Free Monte Carlo Tree Search ACL 2025
CoAT: Chain-of-Associated-Thoughts Framework for Enhancing Large Language Models Reasoning EMNLP 2025
A Dynamic Knowledge Update-Driven Model with Large Language Models for Fake News Detection IJCAI 2025
Think More, Hallucinate Less: Mitigating Hallucinations via Dual Process of Fast and Slow Thinking ACL 2025
DAMON: A Dialogue-Aware MCTS Framework for Jailbreaking Large Language Models EMNLP 2025
Benchmarking Uncertainty Metrics for LLM Target-Aware Search EMNLP 2025
AgentPro: Enhancing LLM Agents with Automated Process Supervision EMNLP 2025
DSG-MCTS: A Dynamic Strategy-Guided Monte Carlo Tree Search for Diversified Reasoning in Large Language Models EMNLP 2025
Sycophancy Mitigation Through Reinforcement Learning with Uncertainty-Aware Adaptive Reasoning Trajectories EMNLP 2025
VReST: Enhancing Reasoning in Large Vision-Language Models through Tree Search and Self-Reward Mechanism ACL 2025
Ensembling Large Language Models with Process Reward-Guided Tree Search for Better Complex Reasoning NAACL 2025
Enhancing Decision-Making for LLM Agents via Step-Level Q-Value Models AAAI 2025
Online Planning in MDPs with Stochastic Durative Actions IJCAI 2025
Can We Further Elicit Reasoning in LLMs? Critic-Guided Planning with Retrieval-Augmentation for Solving Challenging Tasks ACL 2025
SRA-MCTS: Self-driven Reasoning Augmentation with Monte Carlo Tree Search for Code Generation IJCAI 2025
Monte Carlo Tree Search Based Prompt Autogeneration for Jailbreak Attacks against LLMs COLING 2025
Reasoning with Trees: Faithful Question Answering over Knowledge Graph COLING 2025
Optima: Optimizing Effectiveness and Efficiency for LLM-Based Multi-Agent System ACL 2025
SAPIENT: Mastering Multi-turn Conversational Recommendation with Strategic Planning and Monte Carlo Tree Search NAACL 2025
Chain of Strategy Optimization Makes Large Language Models Better Emotional Supporter EMNLP 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
Efficient Prompt Optimisation for Legal Text Classification with Proxy Prompt Evaluator EMNLP 2025