279 citations · 316 across the 4 of their papers we have counts for
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cs.CV2018★ 279 cited
Defense-GAN: Protecting Classifiers Against Adversarial Attacks Using Generative Models
Pouya Samangouei, Maya Kabkab, Rama Chellappa
In recent years, deep neural network approaches have been widely adopted for machine learning tasks, including classification. However, they were shown to be vulnerable to adversar…
cs.LG2018★ 23 cited
Task-Aware Compressed Sensing with Generative Adversarial Networks
Maya Kabkab, Pouya Samangouei, Rama Chellappa
In recent years, neural network approaches have been widely adopted for machine learning tasks, with applications in computer vision. More recently, unsupervised generative models…