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Pruning Deep Neural Networks with Net-Trim: Deep Learning and Compressed Sensing Meet
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 ...