Abstract
In this work, we consider the game Ultimate Tic-Tac-Toe. We apply different bot-based strategies for play and compare their effectiveness, including: random play, a heat-map approach, Monte Carlo Tree Search, and functionality similar to AlphaZero. Our work reveals another game that AlphaZero crushes the competition.
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