{"about":{"site":"https://codewithpapers.app","non_affiliation":"Code with Papers and Syntology are not affiliated with, endorsed by, or sponsored by Papers with Code, Meta, or the pwc-archive mirror.","licence":"CC BY-SA 4.0","licence_url":"https://creativecommons.org/licenses/by-sa/4.0/legalcode","attribution":"https://codewithpapers.app/attribution","modified":"archive material modified by Syntology; see the attribution page"},"url":"/paper/mastering-chess-and-shogi-by-self-play-with-a","title":"Mastering Chess and Shogi by Self-Play with a General Reinforcement Learning Algorithm","arxiv_id":"1712.01815","date":"2017-12-05","proceeding":null,"authors":["David Silver","Thomas Hubert","Julian Schrittwieser","Ioannis Antonoglou","Matthew Lai","Arthur Guez","Marc Lanctot","Laurent SIfre","Dharshan Kumaran","Thore Graepel","Timothy Lillicrap","Karen Simonyan","Demis Hassabis"],"abstract":"The game of chess is the most widely-studied domain in the history of\nartificial intelligence. The strongest programs are based on a combination of\nsophisticated search techniques, domain-specific adaptations, and handcrafted\nevaluation functions that have been refined by human experts over several\ndecades. In contrast, the AlphaGo Zero program recently achieved superhuman\nperformance in the game of Go, by tabula rasa reinforcement learning from games\nof self-play. In this paper, we generalise this approach into a single\nAlphaZero algorithm that can achieve, tabula rasa, superhuman performance in\nmany challenging domains. Starting from random play, and given no domain\nknowledge except the game rules, AlphaZero achieved within 24 hours a\nsuperhuman level of play in the games of chess and shogi (Japanese chess) as\nwell as Go, and convincingly defeated a world-champion program in each case.","url_abs":"http://arxiv.org/abs/1712.01815v1","url_pdf":"http://arxiv.org/pdf/1712.01815v1.pdf","source":{"archive":"pwc-archive (Hugging Face), CC BY-SA 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