Scaling Memory-Augmented Neural Networks with Sparse Reads and Writes

Jack W. Rae
Jack W. Rae
Jonathan J. Hunt
Jonathan J. Hunt
Tim Harley
Tim Harley
Andrew W. Senior
Andrew W. Senior

ADVANCES IN NEURAL INFORMATION PROCESSING SYSTEMS 29 (NIPS 2016), 2016.

Cited by: 26|Bibtex|Views156
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Other Links: dblp.uni-trier.de|arxiv.org

Abstract:

Neural networks augmented with external memory have the ability to learn algorithmic solutions to complex tasks. These models appear promising for applications such as language modeling and machine translation. However, they scale poorly in both space and time as the amount of memory grows - limiting their applicability to real-world doma...More

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