On the hardness of robust classification

It is becoming increasingly important to understand the vulnerability of machine learning models to adversarial attacks. In this paper we study the feasibility of adversarially robust learning from the perspective of computational learning theory, considering both sample and computational complexity...

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Príomhchruthaitheoirí: Gourdeau, P, Kanade, V, Kwiatkowska, M, Worrell, J
Formáid: Journal article
Teanga:English
Foilsithe / Cruthaithe: Journal of Machine Learning Research 2021
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On the hardness of robust classification de réir Gourdeau, P, Kanade, V, Kwiatkowska, M, Worrell, J

Foilsithe / Cruthaithe 2019
Conference item