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cs.LG2020★ 1 cited
Adversarially Robust Learning via Entropic Regularization
Gauri Jagatap, Ameya Joshi, Animesh Basak Chowdhury +2
In this paper we propose a new family of algorithms, ATENT, for training adversarially robust deep neural networks. We formulate a new loss function that is equipped with an additi…
cs.LG2018★ 7 cited
Learning ReLU Networks via Alternating Minimization
Gauri Jagatap, Chinmay Hegde
We propose and analyze a new family of algorithms for training neural networks with ReLU activations. Our algorithms are based on the technique of alternating minimization: estimat…