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86 papers

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TS

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large language model (13587) reinforcement learning (4352) neural network (6616) partially observable markov decision process (178) language model (4599) online planning (37) combinatorial optimization (1039) search algorithm (109) monte-carlo tree search (37) reward model (276)

Papers

ASTRA: Adaptive Semantic Tree Reasoning Architecture for Complex Table Question Answering ACL 2026
AT²PO: Agentic Turn-based Policy Optimization via Tree Search ACL 2026
MARS2: Scaling Multi-Agent Tree Search via Reinforcement Learning for Code Generation ACL 2026
Efficient Thought Space Exploration Through Strategic Intervention AAAI 2026
LiTS: A Modular Framework for LLM Tree Search ACL 2026
SkillVerse : Assessing and Enhancing LLMs with Tree Evaluation ACL 2025
BFS-Prover: Scalable Best-First Tree Search for LLM-based Automatic Theorem Proving ACL 2025
RiOT: Efficient Prompt Refinement with Residual Optimization Tree ACL 2025
DeepSolution: Boosting Complex Engineering Solution Design via Tree-based Exploration and Bi-point Thinking ACL 2025
Reward-Guided Tree Search for Inference Time Alignment of Large Language Models NAACL 2025
Investigating Inference-time Scaling for Chain of Multi-modal Thought: A Preliminary Study ACL 2025
Dynamic Parallel Tree Search for Efficient LLM Reasoning ACL 2025
Self-Taught Agentic Long Context Understanding ACL 2025
ThoughtProbe: Classifier-Guided LLM Thought Space Exploration via Probing Representations EMNLP 2025
Zero-Shot Privacy-Aware Text Rewriting via Iterative Tree Search EMNLP 2025
Semantic Exploration with Adaptive Gating for Efficient Problem Solving with Language Models ACL 2025
VCA: Video Curious Agent for Long Video Understanding ICCV 2025
Domaino1s: Guiding LLM Reasoning for Explainable Answers in High-Stakes Domains ACL 2025
How Is LLM Reasoning Distracted by Irrelevant Context? An Analysis Using a Controlled Benchmark EMNLP 2025
SEED: Accelerating Reasoning Tree Construction via Scheduled Speculative Decoding COLING 2025
RASD: Retrieval-Augmented Speculative Decoding ACL 2025
CodeTree: Agent-guided Tree Search for Code Generation with Large Language Models NAACL 2025
LiteWebAgent: The Open-Source Suite for VLM-Based Web-Agent Applications NAACL 2025
Don’t Get Lost in the Trees: Streamlining LLM Reasoning by Overcoming Tree Search Exploration Pitfalls ACL 2025
Stepwise Informativeness Search for Improving LLM Reasoning EMNLP 2025