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Noam Brown:扑克AI将很快战胜六人桌游戏

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Howard 发表于 2017-2-15 23:14:26 | 显示全部楼层
标记一下:

1. “我预测完美使用GTO的 AI对上Libratus,可以每百手赢利15个大盲注,这是我的粗略估算,当然也可能是5个或50个”

Libratus居然还不够完美,而完美GTO的AI可以这么强大。

2. “转牌和河牌阶段,AI通常要花些时间才行动。它真的需要时间来验算,不过还是有很多人没有注意到,针对人类选手在转牌或河牌的每次下注,AI都会花时间来验算自己的策略,而且都是在打牌过程中实时计算的。”

“验算”难以理解,跟“计算”有什么差异?找到了原文:

For the turn and the river, you noticed that the AI would take some time to think when it reached the turn. It would actually take some time to think on subsequent actions on the turn and the river. Some people didn’t notice because it went so quickly, but it was actually recomputing its strategy every time the humans made a bet on the turn and the river. The reason for this was that it was able to compute a strategy that perfectly responds to whatever bet size the humans used on the turn and the river. So, this issue of having to pre-compute a bunch of different bet sizes to put in the game tree was just not an issue for the turn and the river because it was computing those strategies in real time.
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