Global S&T Development Trend Analysis Platform of Resources and Environment
DOI | 10.1126/science.aao1733 |
Superhuman AI for heads-up no-limit poker: Libratus beats top professionals | |
Brown, Noam; Sandholm, Tuomas | |
2018-01-26 | |
发表期刊 | SCIENCE
![]() |
ISSN | 0036-8075 |
EISSN | 1095-9203 |
出版年 | 2018 |
卷号 | 359期号:6374页码:418-+ |
文章类型 | Article |
语种 | 英语 |
国家 | USA |
英文摘要 | No-limit Texas hold'em is the most popular form of poker. Despite artificial intelligence (AI) successes in perfect-information games, the private information and massive game tree have made no-limit poker difficult to tackle. We present Libratus, an AI that, in a 120,000-hand competition, defeated four top human specialist professionals in heads-up no-limit Texas hold'em, the leading benchmark and long-standing challenge problem in imperfect-information game solving. Our game-theoretic approach features application-independent techniques: an algorithm for computing a blueprint for the overall strategy, an algorithm that fleshes out the details of the strategy for subgames that are reached during play, and a self-improver algorithm that fixes potential weaknesses that opponents have identified in the blueprint strategy. |
领域 | 地球科学 ; 气候变化 ; 资源环境 |
收录类别 | SCI-E |
WOS记录号 | WOS:000423283200038 |
WOS类目 | Multidisciplinary Sciences |
WOS研究方向 | Science & Technology - Other Topics |
URL | 查看原文 |
引用统计 | |
文献类型 | 期刊论文 |
条目标识符 | http://119.78.100.173/C666/handle/2XK7JSWQ/197849 |
专题 | 地球科学 资源环境科学 气候变化 |
作者单位 | Carnegie Mellon Univ, Comp Sci Dept, 5000 Forbes Ave, Pittsburgh, PA 15213 USA |
推荐引用方式 GB/T 7714 | Brown, Noam,Sandholm, Tuomas. Superhuman AI for heads-up no-limit poker: Libratus beats top professionals[J]. SCIENCE,2018,359(6374):418-+. |
APA | Brown, Noam,&Sandholm, Tuomas.(2018).Superhuman AI for heads-up no-limit poker: Libratus beats top professionals.SCIENCE,359(6374),418-+. |
MLA | Brown, Noam,et al."Superhuman AI for heads-up no-limit poker: Libratus beats top professionals".SCIENCE 359.6374(2018):418-+. |
条目包含的文件 | 条目无相关文件。 |
除非特别说明,本系统中所有内容都受版权保护,并保留所有权利。
修改评论