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Author: Dane Mitrev. Leave A Reply Cancel Reply. 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. The bottom chart shows the number of chips won over the course of the games.
Pluribus represents one of the major breakthroughs in modern AI systems. Even though Pluribus was initially implemented for poker, the general techniques can be applied to many other multi-agent systems that require both AI and human skills.
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