Complexity-Aware Training of Deep Neural Networks for Optimal Structure Discovery

We propose a novel algorithm for combined unit/filter and layer pruning of deep neural networks that functions during training and without requiring a pre-trained network to apply. Our algorithm optimally trades-off learning accuracy and pruning levels while balancing layer vs. unit/filter pruning a...

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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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