Regular decision processes

We introduce and study Regular Decision Processes (RDPs), a new, compact model for domains with non-Markovian dynamics and rewards, in which the dependence on the past is regular, in the language theoretic sense. RDPs are an intermediate model between MDPs and POMDPs. They generalize k-order MDPs an...

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Hlavní autoři: Brafman, RI, De Giacomo, G
Médium: Journal article
Jazyk:English
Vydáno: Elsevier 2024