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| Superhuman AI for heads-up no-limit poker http://poker-ai.org/phpbb/viewtopic.php?f=25&t=3104 |
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| Author: | spears [ Mon Jan 01, 2018 12:13 pm ] |
| Post subject: | Superhuman AI for heads-up no-limit poker |
This talk gives a high-level explanation of Libratus, the first AI to defeat top humans in no-limit poker. A paper on the AI was published in Science in 2017. No-limit Texas hold’em is the most popular form of poker. Despite 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. Noam Brown https://www.youtube.com/watch?v=2dX0lwaQRX0 |
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