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In short, the relevant class of a MDPs that guarantees the existence of a unique stationary state distribution for every deterministic stationary policy are unichain MDPs (Puterman 1994, Sect. 8.3). However, the unichain assumption does not mean that every policy will eventually visit every state. I believe your confusion arises from the difference between ...


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