Automated Curriculum Learning for Neural Networks

ICML, pp. 1311-1320, 2017.

Cited by: 198|Bibtex|Views192
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Other Links: dblp.uni-trier.de|academic.microsoft.com|arxiv.org

Abstract:

We introduce a method for automatically selecting the path, or syllabus, that a neural network follows through a curriculum so as to maximise learning efficiency. A measure of the amount that the network learns from each data sample is provided as a reward signal to a nonstationary multi-armed bandit algorithm, which then determines a sto...More

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