Maia Chess

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Maia Chess, (Maia, Maiachess) a chess engine featuring deep learning - as elaborated by their authors Reid McIlroy-Young, Siddhartha Sen, Jon Kleinberg, and Ashton Anderson in their research paper presented at the 26th ACM SIGKDD virtual conference in 2020 - with the aim to align superhuman AI with human behaviour, Russell Wang further joining the team. Like AlphaZero and Leela Chess Zero, Maia Chess uses a deep convolutional neural network (CNN) to predict moves. In contrast to the Zero training approaches of their inspirer, using reinforcement learning - Maia models are entirely trained by supervised learning, feeding in games of human players separated by 9 rating levels between 1100 and 1900 Elo. Further, Maia Chess only predicts moves by probing the net without any search. Maia chess is open source released under the terms under the GPL version 3, and consists of Python code relying on the scikit-learn library, along with various bash scripts. To play chess, Maia requires its models used in Lc0 similar to any other Leela weights file - in UCI mode, nodes_1 needs to disable any search.

=Model= Boards were represented as a 8×8×17 dimensional array with the 12 channels encoding pieces, 4 channels encoding castling rights, and one encoding whether the active player is white. The residual CNN has 6 residual blocks with two set of 2D CNNs with 64 channels and a 3×3 kernel.

=See also=
 * AlphaZero
 * A0lite
 * Bad Gyal
 * Leela Chess Zero

=Publications=
 * Reid McIlroy-Young, Siddhartha Sen, Jon Kleinberg, Ashton Anderson (2020). Aligning Superhuman AI with Human Behavior: Chess as a Model System. In Proceedings of the 26th ACM SIGKDD 2020, arXiv:2006.01855
 * Reid McIlroy-Young, Russell Wang, Siddhartha Sen, Jon Kleinberg, Ashton Anderson (2020). Learning Personalized Models of Human Behavior in Chess. arXiv:2008.10086
 * Dominik Klein (2021). Neural Networks For Chess. Release Version 1.1 · GitHub

=Forum Posts=
 * Maiachess by Marc-Philippe Huget, CCC, December 04, 2020
 * Maia chess - the holy grail for computer chess? by PeterO, CCC, December 06, 2020
 * Re: Chess for Android and Electronic ChessBoards by PeterO, CCC, December 06, 2020 » Chess for Android

=External Links=

Chess Engine

 * Maia Chess
 * GitHub - CSSLab/maia-chess: Human like chess engines
 * Maia Prediction Visualizer
 * The human side of AI for chess - Microsoft Research, November 30, 2020

Misc

 * Maia from Wikipedia
 * Maia (disambiguation) from Wikipedia
 * Maia (nurse) from Wikipedia
 * Maia (star) from Wikipedia
 * Maia (given name) from Wikipedia
 * Maia Chiburdanidze from Wikipedia
 * Maia Lomineishvili from Wikipedia
 * Arthur Maia - Grooveland, Ao Vivo 2015 at the UFF Arts Center Theater, Niterói, YouTube Video
 * feat.: Ticão Freitas, Luiz Otavio, Felipe Martins, Marcelo Martins, Enio Taquari

=References= Up one level