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• W1567705118 abstract "In this paper we claim that meaningful representations can be learned by programs, although today they are almost always designed by skilled engineers. We discuss several kinds of meaning that representations might have, and focus on a functional notion of meaning as appropriate for programs to learn. Specifically, a representation is meaningful if it incorporates an indicator of external conditions and if the indicator relation informs action. We survey methods for inducing kinds of representations we call structural abstractions. Prototypes of sensory time series are one kind of structural abstraction, and though they are not denoting or compositional, they do support planning. Deictic representations of objects and prototype representations of words enable a program to learn the denotational meanings of words. Finally, we discuss two algorithms designed to find the macroscopic structure of episodes in a domain-independent way." @default.
• W1567705118 created "2016-06-24" @default.
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• W1567705118 date "2001-01-01" @default.
• W1567705118 modified "2023-09-26" @default.
• W1567705118 title "Robot Baby 2001" @default.
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• W1567705118 doi "https://doi.org/10.1007/3-540-45583-3_4" @default.
• W1567705118 hasPublicationYear "2001" @default.
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