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

Efficient Multi-Agent System Training with Data Influence-Oriented Tree Search ACL 2026
Attack the Messages, Not the Agents: A Multi-round Adaptive Stealthy Tampering Framework for LLM-MAS AAAI 2026
Planning in Branch-and-Bound: Model-Based Reinforcement Learning for Exact Combinatorial Optimization AAAI 2026
SPIRAL: Symbolic LLM Planning via Grounded and Reflective Search AAAI 2026
MCTS-SQL: Light-Weight LLMs Can Master the Text-to-SQL Through Monte Carlo Tree Search 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
Boosting LLM’s Molecular Structure Elucidation with Knowledge Enhanced Tree Search Reasoning ACL 2025
QDTSynth: Quality-Driven Formal Theorem Synthesis for Enhancing Proving Performance of LLMs ACL 2025
What Are Step-Level Reward Models Rewarding? Counterintuitive Findings from MCTS-Boosted Mathematical Reasoning AAAI 2025
From Objectives to Questions: A Planning-based Framework for Educational Mathematical Question Generation ACL 2025
ARise: Towards Knowledge-Augmented Reasoning via Risk-Adaptive Search ACL 2025
TreeSearch at SemEval-2025 Task 8: Monte Carlo Tree Search for Question-Answering over Tabular Data SEMEVAL 2025
RAG-Star: Enhancing Deliberative Reasoning with Retrieval Augmented Verification and Refinement NAACL 2025
Think&Cite: Improving Attributed Text Generation with Self-Guided Tree Search and Progress Reward Modeling ACL 2025
Evaluating Multimodal Large Language Models on Video Captioning via Monte Carlo Tree Search ACL 2025
MUSE: MCTS-Driven Red Teaming Framework for Enhanced Multi-Turn Dialogue Safety in Large Language Models EMNLP 2025
Progressive Multimodal Reasoning via Active Retrieval ACL 2025
Med-VRAgent: A Framework for Medical Visual Reasoning-Enhanced Agents EMNLP 2025
Sycophancy Mitigation Through Reinforcement Learning with Uncertainty-Aware Adaptive Reasoning Trajectories EMNLP 2025
A Constrained Text Revision Agent via Iterative Planning and Searching ACL 2025
Direct Value Optimization: Improving Chain-of-Thought Reasoning in LLMs with Refined Values EMNLP 2025