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Sample Page. Left sidebar. 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. This type of skills has remained challenging to master by AI systems throughout history.
Like many other recent AI-game breakthroughs, Pluribus relied on reinforcement learning models to master the game of poker.
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.
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