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cs.CR2020★ 11 cited
Bridging the Performance Gap between FGSM and PGD Adversarial Training
Tianjin Huang, Vlado Menkovski, Yulong Pei +1
Deep learning achieves state-of-the-art performance in many tasks but exposes to the underlying vulnerability against adversarial examples. Across existing defense techniques, adve…
cs.CR2018★ 7 cited
Deep Learning in Information Security
Stefan Thaler, Vlado Menkovski, Milan Petkovic
Machine learning has a long tradition of helping to solve complex information security problems that are difficult to solve manually. Machine learning techniques learn models from…