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Adversarial robustness assessment: Why in evaluation both L(0) and L(∞) attacks are necessary

There are different types of adversarial attacks and defences for machine learning algorithms which makes assessing the robustness of an algorithm a daunting task. Moreover, there is an intrinsic bias in these adversarial attacks and defences to make matters worse. Here, we organise the problems fac...

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Detalles Bibliográficos
Autores principales: Kotyan, Shashank, Vargas, Danilo Vasconcellos
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Public Library of Science 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9009601/
https://www.ncbi.nlm.nih.gov/pubmed/35421125
http://dx.doi.org/10.1371/journal.pone.0265723