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Secondly, since ReBeL depends on knowing the exact rules of the game, it may be useful for Go and poker where the rules and corresponding rewards are well known in advance.
However, the same cannot be said for real-world interactions. I am a journalist with a postgraduate degree in computer network engineering.
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Using that strategy, Pluribus was able to master poker in eight days on a core server and required less than GB of RAM.
No GPUs were used. The blueprint strategy is too expensive to use real time in a poker game. During actual play, Pluribus improves upon the blueprint strategy by conducting real-time search to determine a better, finer-grained strategy for its particular situation.
Traditional search strategies are very challenging to implement in imperfect information games in which the players can change strategies at any time.
Pluribus instead uses an approach in which the searcher explicitly considers that any or all players may shift to different strategies beyond the leaf nodes of a subgame.
Specifically, rather than assuming all players play according to a single fixed strategy beyond the leaf nodes, Pluribus assumes that each player may choose among four different strategies to play for the remainder of the game when a leaf node is reached.
This technique results in the searcher finding a more balanced strategy that produces stronger overall performance.
Facebook evaluated Pluribus by playing against an elite group of players that included several World Series of Poker and World Poker Tour champions.
In one experiment, Pluribus played 10, hands of poker against five human players selected randomly from the pool. On the top chart, the solid lines show the win rate plus or minus the standard error.
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