Fast Convex Pruning of Deep Neural Networks

Alireza Aghasi, Afshin Abdi, Justin Romberg

We develop a fast, tractable technique called Net-Trim for simplifying a trained neural network. The method is a convex post-processing module, which prunes (sparsifies) a trained…