Learning is planning: near Bayes-optimal reinforcement learning via Monte-Carlo tree search

John Asmuth, Michael L. Littman

Bayes-optimal behavior, while well-defined, is often difficult to achieve. Recent advances in the use of Monte-Carlo tree search (MCTS) have shown that it is possible to act near-o…