Memorize or generalize? Searching for a compositional RNN in a haystack

arXiv: Artificial Intelligence, Volume abs/1802.06467, 2018.

Cited by: 26|Bibtex|Views39
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Other Links: dblp.uni-trier.de|academic.microsoft.com|arxiv.org

Abstract:

Neural networks are very powerful learning systems, but they do not readily generalize from one task to the other. This is partly due to the fact that they do not learn in a compositional way, that is, by discovering skills that are shared by different tasks, and recombining them to solve new problems. In this paper, we explore the compos...More

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