Targeted Search Control in AlphaZero for Effective Policy Improvement

Alexandre Trudeau, Michael Bowling

AlphaZero is a self-play reinforcement learning algorithm that achieves superhuman play in chess, shogi, and Go via policy iteration. To be an effective policy improvement operator…