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Exact Distinguishability in Non-Markovian Decision Processes

Murjani, Kabir et al.
arXiv (All) · Papers
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Non-Markovian environments are often modeled as Regular Decision Processes (RDPs), where dynamics depend on the interaction history through a finite automaton. Existing offline guarantees for RDPs rely on a distinguishability assumption on the behaviour policy but provide no means of verifying it. W
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