Ultimate Tic-Tac-Toe Bot Techniques

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 crushe...

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Bibliographic Details
Published in:Proceedings of the International Florida Artificial Intelligence Research Society Conference Vol. 35
Main Authors: Brycen Addison, Michael Peeler, Chris Alvin
Format: Journal Article
Language:English
Published: LibraryPress@UF 04.05.2022
Subjects:
competitive agent
serious games
ISSN:2334-0754, 2334-0762
Online Access:Get full text
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Summary: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.
ISSN:2334-0754
2334-0762
DOI:10.32473/flairs.v35i.130698