271 citations · 841 across the 29 of their papers we have counts for
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stat.ML2018★ 18 cited
Combating Adversarial Attacks Using Sparse Representations
Soorya Gopalakrishnan, Zhinus Marzi, Upamanyu Madhow +1
It is by now well-known that small adversarial perturbations can induce classification errors in deep neural networks (DNNs). In this paper, we make the case that sparse representa…
stat.ML2018
Sparsity-based Defense against Adversarial Attacks on Linear Classifiers
Zhinus Marzi, Soorya Gopalakrishnan, Upamanyu Madhow +1
Deep neural networks represent the state of the art in machine learning in a growing number of fields, including vision, speech and natural language processing. However, recent wor…