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DeepStack avoids reasoning about the full remaining game by substituting computation beyond a certain depth with a fast-approximate estimate.
DeepStack considers a reduced number of actions, allowing it to play at conventional human speeds. The system re-solves games in under five seconds using a simple gaming laptop with an Nvidia GPU.
In a study completed December and involving 44, hands of poker, DeepStack defeated 11 professional poker players with only one outside the margin of statistical significance.
AI research has a long history of using parlour games to study these models, but attention has been focused primarily on perfect information games, like checkers, chess or go.
Poker is the quintessential game of imperfect information, where you and your opponent hold information that each other doesn't have your cards.
Until now, competitive AI approaches in imperfect information games have typically reasoned about the entire game, producing a complete strategy prior to play.
DeepStack is the first theoretically sound application of heuristic search methods—which have been famously successful in games like checkers, chess, and Go—to imperfect information games.
At the heart of DeepStack is continual re-solving, a sound local strategy computation that only considers situations as they arise during play.
Playing a weak ace from out of position with deep stacks is always a recipe for disaster. Also, he got married to his hand and you put him to tough decisions the entire way down.
Out of position, it's difficult to know where you stand and deep stacks worsen the situation. If the stacks were a shallower, say BB or less, chances are the money would have been in on the turn.
Because the stacks were deeper he was forced to call that would-be all-in bet on the turn and yet another larger river bet to see if his hand is good.
UTG limps. He flat-calls and you take a flop heads-up. He flat-calls. He checks, you check behind. By being in position you control everything.
You eliminated the turn as a round of betting and only allowed him to get one real street of value in. You have the last say in everything.
He, on the other hand, is in a tough spot. Out of position, he chose to slow-play the flop and once you check the turn the pot is small.
I know what you're thinking: If I play all my top pair hands super weak and all my big hands strong, won't I be easily read by my opponents? Of course you should always mix up your play - so occasionally you will have to bet three streets for value with TPTK or run up a three-barrel bluff.
It is not a cover-all, push chart. For deep-stacked poker, no such chart exists. Reverse float, reverse floating. Reverse hand history. Royal flush.
Run something twice. Runner - runner. Scared money. Scary board. Scary card. Scooper un pot. Set mining. Ship it. Shooter une limite.
Showdown value. Shuffle up and deal. Side bet. Side pot. Sit and Go. Sit'n Go. Small ball. Smooth call. Squeeze play. Stand pat. Standard deviation.
Stop and go. Stop loss. Straight draw. Straight flush. String bet. Thin value bet. Three of a kind. Time bank. Timing tell. Under the gun.
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