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12/29/2017
The Multilinear Structure of ReLU Networks
We study the loss surface of neural networks equipped with a hinge loss ...
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12/05/2017
Deep linear neural networks with arbitrary loss: All local minima are global
We consider deep linear networks with arbitrary differentiable loss. We ...
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12/19/2016
A recurrent neural network without chaos
We introduce an exceptionally simple gated recurrent neural network (RNN...
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06/19/2015
Enhanced Lasso Recovery on Graph
This work aims at recovering signals that are sparse on graphs. Compress...
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11/24/2014