Literature DB >> 25574016

Computer science. Heads-up limit hold'em poker is solved.

Michael Bowling1, Neil Burch2, Michael Johanson2, Oskari Tammelin3.   

Abstract

Poker is a family of games that exhibit imperfect information, where players do not have full knowledge of past events. Whereas many perfect-information games have been solved (e.g., Connect Four and checkers), no nontrivial imperfect-information game played competitively by humans has previously been solved. Here, we announce that heads-up limit Texas hold'em is now essentially weakly solved. Furthermore, this computation formally proves the common wisdom that the dealer in the game holds a substantial advantage. This result was enabled by a new algorithm, CFR(+), which is capable of solving extensive-form games orders of magnitude larger than previously possible.
Copyright © 2015, American Association for the Advancement of Science.

Entities:  

Year:  2015        PMID: 25574016     DOI: 10.1126/science.1259433

Source DB:  PubMed          Journal:  Science        ISSN: 0036-8075            Impact factor:   47.728


  6 in total

Review 1.  Machine behaviour.

Authors:  Iyad Rahwan; Manuel Cebrian; Nick Obradovich; Josh Bongard; Jean-François Bonnefon; Cynthia Breazeal; Jacob W Crandall; Nicholas A Christakis; Iain D Couzin; Matthew O Jackson; Nicholas R Jennings; Ece Kamar; Isabel M Kloumann; Hugo Larochelle; David Lazer; Richard McElreath; Alan Mislove; David C Parkes; Alex 'Sandy' Pentland; Margaret E Roberts; Azim Shariff; Joshua B Tenenbaum; Michael Wellman
Journal:  Nature       Date:  2019-04-24       Impact factor: 49.962

2.  Fast reinforcement learning with generalized policy updates.

Authors:  André Barreto; Shaobo Hou; Diana Borsa; David Silver; Doina Precup
Journal:  Proc Natl Acad Sci U S A       Date:  2020-08-17       Impact factor: 11.205

3.  Optimal Policy of Multiplayer Poker via Actor-Critic Reinforcement Learning.

Authors:  Daming Shi; Xudong Guo; Yi Liu; Wenhui Fan
Journal:  Entropy (Basel)       Date:  2022-05-30       Impact factor: 2.738

4.  Commentary: Heads-up limit hold'em poker is solved.

Authors:  Philip W S Newall
Journal:  Front Psychol       Date:  2018-02-21

5.  Confronting barriers to human-robot cooperation: balancing efficiency and risk in machine behavior.

Authors:  Tim Whiting; Alvika Gautam; Jacob Tye; Michael Simmons; Jordan Henstrom; Mayada Oudah; Jacob W Crandall
Journal:  iScience       Date:  2020-12-17

6.  Cooperating with machines.

Authors:  Jacob W Crandall; Mayada Oudah; Fatimah Ishowo-Oloko; Sherief Abdallah; Jean-François Bonnefon; Manuel Cebrian; Azim Shariff; Michael A Goodrich; Iyad Rahwan
Journal:  Nat Commun       Date:  2018-01-16       Impact factor: 14.919

  6 in total

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