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'''Maia Chess''', (Maia, Maiachess)<br/>
a chess engine featuring [[Deep Learning|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|ACM SIGKDD]] virtual conference in 2020 - with the aim to align [https://en.wikipedia.org/wiki/Superhuman superhuman] [[Artificial Intelligence|AI]] with [https://en.wikipedia.org/wiki/Human_behavior human behaviour] <ref> [[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|ACM SIGKDD 2020]], [https://arxiv.org/abs/2006.01855 arXiv:2006.01855]</ref>, [[Russell Wang]] further joining the team.
Like [[AlphaZero]] and [[Leela Chess Zero]], Maia Chess uses a [[Neural Networks#Deep|deep]] [[Neural Networks#Convolutional|convolutional neural network]] (CNN) to predict moves.
In contrast to the '''Zero''' training approaches of their inspirer, using [[Reinforcement Learning|reinforcement learning]] - Maia models are entirely trained by [[Supervised Learning|supervised learning]],
[[Board Representation|Boards were represented]] as a 8×8×17 dimensional [[Array|array]] with the 12 channels [[Pieces#PieceTypeCoding|encoding pieces]], 4 channels encoding [[Castling Rights|castling rights]], and one encoding whether the [[Side to move|active player]] is white.
The [[Neural Networks#Residual|residual]] [[Neural Networks#Convolutional|CNN]] has 6 residual blocks with two set of 2D CNNs with 64 channels and a 3×3 kernel <ref>[[Reid McIlroy-Young]], [[Siddhartha Sen]], [[Jon Kleinberg]], [[Ashton Anderson]] ('''2020'''). ''Aligning Superhuman AI with Human Behavior: Chess as a Model System''. [https://arxiv.org/abs/2006.01855 arXiv:2006.01855]. 7 Supplement</ref>.
=Dedicated Maia=
Maia Chess is incorporated inside [[Module|modules]] of the [[Certabo Chessboard]] as chess playing engine, [[Certabo Chessboard#Maia Chess|Certabo DaVinci]] <ref>[https://www.certabo.com/prodotto/davinci-extreme-chess-computer-15-ghz-quadcore-processor-2-gb-ram-black/ DaVinci Extreme Chess Computer 1,5 GHz QuadCore processor – 2 Gb ram BLACK - Certabo Chess]</ref> and [[Certabo Chessboard#Maia Chess|Certabo Nano]] <ref>[https://www.certabo.com/prodotto/certabo-nano-e-paper/ CERTABO NANO E-Paper - Certabo Chess]</ref>.
=See also=
* [[AlphaZero]]
* [[A0lite#|A0lite]]
* [[Bad Gyal]]
* [[Certabo Chessboard#Maia Chess|Certarbo Modules]]
* [[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|ACM SIGKDD 2020]], [https://arxiv.org/abs/2006.01855 arXiv:2006.01855]
* [[Reid McIlroy-Young]], [[Russell Wang]], [[Siddhartha Sen]], [[Jon Kleinberg]], [[Ashton Anderson]] ('''2020'''). ''Learning Personalized Models of Human Behavior in Chess''. [https://arxiv.org/abs/2008.10086 arXiv:2008.10086]
* [[Dominik Klein]] ('''2021'''). ''[https://github.com/asdfjkl/neural_network_chess Neural Networks For Chess]''. [https://github.com/asdfjkl/neural_network_chess/releases/tag/v1.1 Release Version 1.1 · GitHub] <ref>[https://www.talkchess.com/forum3/viewtopic.php?f=2&t=78283 Book about Neural Networks for Chess] by dkl, [[CCC]], September 29, 2021</ref>
=Forum Posts=
* [http://www.talkchess.com/forum3/viewtopic.php?f=7&t=75985 Maiachess] by [[Marc-Philippe Huget]], [[CCC]], December 04, 2020
* [http://www.talkchess.com/forum3/viewtopic.php?f=2&t=76002 Maia chess - the holy grail for computer chess?] by PeterO, [[CCC]], December 06, 2020* [http://www.talkchess.com/forum3/viewtopic.php?f=2&t=69257&start=23 Re: Chess for Android and Electronic ChessBoards] by [[Peter Österlund]]PeterO, [[CCC]], December 06, 2020 » [[Chess for Android]]
=External Links=
* [https://github.com/CSSLab/maia-chess GitHub - CSSLab/maia-chess: Human like chess engines]
* [https://csslab.github.io/Maia-Agreement-Visualizer/ Maia Prediction Visualizer]
* Maia Chess: A human-like neural network chess engine, December 01, 2020, [https://enwww.wikipediamicrosoft.orgcom/wikien-us/YouTube YouTube] Video : {{#evu:https:research/blog/www.youtube.comthe-human-side-of-ai-for-chess/watch?v=jaGj5cLPB_w|alignment=left|valignment=top}}The human side of AI for chess - Microsoft Research], November 30, 2020
==Misc==
* [https://en.wikipedia.org/wiki/Maia Maia from Wikipedia]
* [https://en.wikipedia.org/wiki/Maia_(disambiguation) Maia (disambiguation) from Wikipedia]
* [https://en.wikipedia.org/wiki/Maia_(nurse) Maia (nurse) from Wikipedia]
* [https://en.wikipedia.org/wiki/Maia_(star) Maia (star) from Wikipedia]
* [https://en.wikipedia.org/wiki/Maia_(given_name) Maia (given name) from Wikipedia]
* [https://en.wikipedia.org/wiki/Maia_Chiburdanidze Maia Chiburdanidze from Wikipedia]
* [https://en.wikipedia.org/wiki/Maia_Lomineishvili Maia Lomineishvili from Wikipedia]
* [[:Category:Arthur Maia|Arthur Maia]] - [https://pt.wikipedia.org/wiki/Paulinho_Braga#Discografia Grooveland], [https://www.facebook.com/events/theatro-municipal-de-niter%C3%B3i/arthur-maia-ao-vivo-lan%C3%A7amento-do-dvd/2563374087023343/ Ao Vivo] 2015 at the [http://www.visit.niteroi.br/en/teatro-da-uff/ UFF Arts Center Theater], [https://en.wikipedia.org/wiki/Niter%C3%B3i Niterói], [https://en.wikipedia.org/wiki/YouTube YouTube] Video
: feat.: [https://www.facebook.com/Tic%C3%A3o-Freitas-230174837178995/ Ticão Freitas], [https://www.facebook.com/LuizOtavioPianista/ Luiz Otavio], [https://pearldrumbrasil.com.br/felipe-martins/ Felipe Martins], [https://www.rsberkeley.com/marcello-martins-1 Marcelo Martins], [https://www.instagram.com/eniotaquari/?hl=en Enio Taquari]
: {{#evu:https://www.youtube.com/watch?v=6O5AmK8Fbvs|alignment=left|valignment=top}}
=References=
[[Category:Chess Suffix]]
[[Category:Chess Legend]]
[[Category:VideosArthur Maia]]
