PMCTS is a new parallel MCTS variant that preserves formal policy improvement guarantees and scales with parallel compute, outperforming heuristic baselines in tested domains.
A Markovian Decision Process.Journal of Mathematics and Mechanics, 6 (5):679–684
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PMCTS: Particle Monte Carlo Tree Search for Principled Parallelized Inference Time Scaling
PMCTS is a new parallel MCTS variant that preserves formal policy improvement guarantees and scales with parallel compute, outperforming heuristic baselines in tested domains.