Empirical-MCTS: Continuous Agent Evolution via Dual-Experience Monte Carlo Tree Search

Hao Lu, Haoyuan Huang, Yulin Zhou +2

Inference-time scaling strategies, particularly Monte Carlo Tree Search (MCTS), have significantly enhanced the reasoning capabilities of Large Language Models (LLMs). However, cur…