Robust Learning of Parsimonious Deep Neural Networks

We propose a simultaneous learning and pruning algorithm capable of identifying and eliminating irrelevant structures in a neural network during the early stages of training. Thus, the computational cost of subsequent training iterations, besides that of inference, is considerably reduced. Our metho...

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Bibliographische Detailangaben

Hauptverfasser:	Guenter, Valentin Frank Ingmar, Sideris, Athanasios
Format:	Artikel
Sprache:	eng
Schlagworte:	Computer Science - Learning
Online-Zugang:	Volltext bestellen
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