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cs.LG2023★ 1 cited
Splitting the Difference on Adversarial Training
Matan Levi, Aryeh Kontorovich
The existence of adversarial examples points to a basic weakness of deep neural networks. One of the most effective defenses against such examples, adversarial training, entails tr…
cs.LG2021★ 1 cited
Domain Invariant Adversarial Learning
Matan Levi, Idan Attias, Aryeh Kontorovich
The phenomenon of adversarial examples illustrates one of the most basic vulnerabilities of deep neural networks. Among the variety of techniques introduced to surmount this inhere…