#reinforcement-learning-alternative News & Analysis

Monte Carlo Permutation Search

Researchers propose Monte Carlo Permutation Search (MCPS), an improved Monte Carlo Tree Search algorithm that enhances the GRAVE algorithm for game-playing AI. MCPS leverages statistics from all playouts containing moves along the path from root to node, demonstrating superior performance across multiple games while eliminating GRAVE's bias hyperparameter.