Net-Trim: Convex Pruning of Deep Neural Networks with Performance Guarantee

Alireza Aghasi, Afshin Abdi, Nam Nguyen, Justin Romberg. Net-Trim: Convex Pruning of Deep Neural Networks with Performance Guarantee. In Isabelle Guyon, Ulrike von Luxburg, Samy Bengio, Hanna M. Wallach, Rob Fergus, S. V. N. Vishwanathan, Roman Garnett, editors, Advances in Neural Information Processing Systems 30: Annual Conference on Neural Information Processing Systems 2017, 4-9 December 2017, Long Beach, CA, USA. pages 3180-3189, 2017. [doi]

Abstract

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