Robust Learning of Parsimonious Deep Neural Networks

Valentin Frank Ingmar Guenter, Athanasios Sideris

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,…