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World-class interpretable poker

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Publication:2102358
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DOI10.1007/s10994-022-06179-8OpenAlexW4281685852WikidataQ120689895 ScholiaQ120689895MaRDI QIDQ2102358

Alex Paskov, Dimitris J. Bertsimas

Publication date: 28 November 2022

Published in: Machine Learning (Search for Journal in Brave)

Full work available at URL: https://doi.org/10.1007/s10994-022-06179-8


zbMATH Keywords

pokerartificial intelligenceinterpretabilityregret minimizationoptimal decision treesdeep reinforcement learninggame solving


Mathematics Subject Classification ID

Learning and adaptive systems in artificial intelligence (68T05)



Uses Software

  • GameShrink
  • DeepStack


Cites Work

  • Unnamed Item
  • Computing human-understandable strategies: deducing fundamental rules of poker strategy
  • Lossless abstraction of imperfect information games
  • DeepStack: Expert-level artificial intelligence in heads-up no-limit poker
  • Superhuman AI for heads-up no-limit poker: Libratus beats top professionals
  • A general reinforcement learning algorithm that masters chess, shogi, and Go through self-play
  • Optimal classification trees


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