资源论文Libratus: The Superhuman AI for No-Limit Poker

Libratus: The Superhuman AI for No-Limit Poker

2019-10-29 | |  42 |   38 |   0
Abstract No-limit Texas Hold’em is the most popular variant of poker in the world. Heads-up no-limit Texas Hold’em is the main benchmark challenge for AI in imperfect-information games. We present Libratus, the first—and so far only—AI to defeat top human professionals in that game. Libratus’s architecture features three main modules, each of which has new algorithms: pre-computing a solution to an abstraction of the game which provides a high-level blueprint for the strategy of the AI, a new nested subgame-solving algorithm which repeatedly calculates a more detailed strategy as play progresses, and a self-improving module which augments the pre-computed blueprint over time

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