PMCTS is the first principled parallel MCTS algorithm that preserves formal policy improvement guarantees and scales with parallel compute.
Almost Optimal Exploration in Multi-Armed Bandits
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PMCTS: Particle Monte Carlo Tree Search for Principled Parallelized Inference Time Scaling
PMCTS is the first principled parallel MCTS algorithm that preserves formal policy improvement guarantees and scales with parallel compute.