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cs.CR2018
Improving Adversarial Robustness by Encouraging Discriminative Features
Chirag Agarwal, Anh Nguyen, Dan Schonfeld
Deep neural networks (DNNs) have achieved state-of-the-art results in various pattern recognition tasks. However, they perform poorly on out-of-distribution adversarial examples i.…
cs.CR2018
An Explainable Adversarial Robustness Metric for Deep Learning Neural Networks
Chirag Agarwal, Bo Dong, Dan Schonfeld +1
Deep Neural Networks(DNN) have excessively advanced the field of computer vision by achieving state of the art performance in various vision tasks. These results are not limited to…