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ASTRA: Adaptive Semantic Tree Reasoning Architecture for Complex Table Question Answering ACL 2026 AT²PO: Agentic Turn-based Policy Optimization via Tree Search ACL 2026 Efficient Thought Space Exploration Through Strategic Intervention AAAI 2026 LiTS: A Modular Framework for LLM Tree Search ACL 2026 MAGICIAN: Efficient Long-Term Planning with Imagined Gaussians for Active Mapping CVPR 2026 MARS2: Scaling Multi-Agent Tree Search via Reinforcement Learning for Code Generation ACL 2026 VisionLeaf: Entropy-Guided Leaf-First Reasoning for Efficient and Accurate Think-with-Image CVPR 2026 Accelerated Test-Time Scaling with Model-Free Speculative Sampling EMNLP 2025 BFS-Prover: Scalable Best-First Tree Search for LLM-based Automatic Theorem Proving ACL 2025 CodeTree: Agent-guided Tree Search for Code Generation with Large Language Models NAACL 2025 COMBO: Compositional World Models for Embodied Multi-Agent Cooperation ICLR 2025 DeepSolution: Boosting Complex Engineering Solution Design via Tree-based Exploration and Bi-point Thinking ACL 2025 Domaino1s: Guiding LLM Reasoning for Explainable Answers in High-Stakes Domains ACL 2025 Don’t Get Lost in the Trees: Streamlining LLM Reasoning by Overcoming Tree Search Exploration Pitfalls ACL 2025 Dynamic Parallel Tree Search for Efficient LLM Reasoning ACL 2025 How Is LLM Reasoning Distracted by Irrelevant Context? An Analysis Using a Controlled Benchmark EMNLP 2025 Inference Scaling Laws: An Empirical Analysis of Compute-Optimal Inference for LLM Problem-Solving ICLR 2025 Investigating Inference-time Scaling for Chain of Multi-modal Thought: A Preliminary Study ACL 2025 LiteWebAgent: The Open-Source Suite for VLM-Based Web-Agent Applications NAACL 2025 LogicTree: Structured Proof Exploration for Coherent and Rigorous Logical Reasoning with Large Language Models EMNLP 2025 RASD: Retrieval-Augmented Speculative Decoding ACL 2025 Reward-Guided Tree Search for Inference Time Alignment of Large Language Models NAACL 2025 RiOT: Efficient Prompt Refinement with Residual Optimization Tree ACL 2025 SEED: Accelerating Reasoning Tree Construction via Scheduled Speculative Decoding COLING 2025 Self-Taught Agentic Long Context Understanding ACL 2025