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The reasons why Pluribus represents a major breakthrough in AI systems might result confusing to many readers. All those games are constrained to only two players and are zero-sum games meaning that whatever one player wins, the other player loses.
In AI theory, poker is classified as an imperfect-information environment which means that players never have a complete picture of the game.
No other game embodies the challenge of hidden information quite like poker, where each player has information his or her cards that the others lack.
Additionally, an action in poker in highly dependent of the chosen strategy. In perfect-information games like chess, it is possible to solve a state of the game ex: end game without knowing about the previous strategy ex: opening.
In poker, it is impossible to disentangle the optimal strategy of a specific situation from the overall strategy of poker. In the classic rock-paper-scissors game, the Nash equilibrium strategy is to randomly pick rock, paper, or scissors with equal probability.
The challenge with the Nash equilibrium is that its complexity increases with the number of players in the game to a level in which is not feasible to pursue that strategy.
In the case of six-player poker, achieving a Nash equilibrium is computationally impossible many times.
The success in poker relies on effectively reasoning about hidden information, picking good action and ensuring that a strategy remains unpredictable.
A successful poker player should know how to bluff, but bluffing too often reveals a strategy that can be beaten. These individuals are willing to fork out real money to reduce through the reduce tables and get back again to their elite games.
Sample Page. Left sidebar. Related Posts:. Framing the problems like this, ReBeL is capable of treating imperfect-information games as perfect-information games, and then use RL combined with search in order to make good decisions.
Results showed that ReBeL achieves superhuman performance in playing Poker. Stay Connected Get the latest updates and relevant offers by sharing your email.
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