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Pruning Deep Neural Networks with Net-Trim: Deep Learning and Compressed Sensing Meet
(2018-03-14)
We introduce and analyze a new technique for model reduction in deep neural
networks. Our algorithm prunes (sparsifies) a trained network layer-wise, removing
connections at each layer by addressing a convex problem. We ...