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- W1574001572 abstract "Recent developments in the area of relational reinforcement learning (RRL) have resulted in a number of new algorithms. A theory, however, that explains why RRL works, seems to be lacking. In this paper, we provide some initial results on a theory of RRL. To realize this, we introduce a novel representation formalism, called logical Markov decision programs (LOMDPs), that integrates Markov Decision Processes (MDPs) with Logic Programs. Using LOMDPs one can compactly and declaratively represent complex MDPs. Within this framework we then devise a relational upgrade of TD(λ) called logical TD(λ) and prove convergence. Experiments validate our approach." @default.
- W1574001572 created "2016-06-24" @default.
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- W1574001572 date "2004-01-01" @default.
- W1574001572 modified "2023-09-26" @default.
- W1574001572 title "Logical Markov Decision Programs and the Convergence of Logical TD(λ)" @default.
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- W1574001572 doi "https://doi.org/10.1007/978-3-540-30109-7_16" @default.
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