When Not to Classify: Anomaly Detection of Attacks (ADA) on DNN Classifiers at Test Time

David J. Miller, Yulia Wang, George Kesidis

A significant threat to the recent, wide deployment of machine learning-based systems, including deep neural networks (DNNs), is adversarial learning attacks. We analyze possible t…