It's a Magical World, Hobbes, Ol' Buddy... Let's Go Exploring! State Translation in No-limit Poker Examining Committee

One way to create a champion level poker agent is to compute a Nash Equilibrium in an abstract version of the poker game. The resulting strategy is then used to play in the full game. With this approach, translation is required between the full and abstract games in order to use the abstract strategy. In limit poker this translation step is defined when the abstraction is chosen. However, when considering no-limit poker the translation process becomes more complicated. We formally describe the process of translation and investigate its consequences. We examine how the current method, hard translation, can result in exploitable agents and introduce a new probabilistic method, soft translation, that produces more robust players. We also investigate how switching between strategies with different underlying abstractions affects the performance of an agent.