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Subtle adversarial image manipulations influence both human and machine perception

Abstract Although artificial neural networks (ANNs) were inspired by the brain, ANNs exhibit a brittleness not generally observed in human perception. One shortcoming of ANNs is their susceptibility to adversarial perturbations—subtle modulations of natural images that result in changes to classific...

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Detalles Bibliográficos
Principais autores: Vijay Veerabadran, Josh Goldman, Shreya Shankar, Brian Cheung, Nicolas Papernot, Alexey Kurakin, Ian Goodfellow, Jonathon Shlens, Jascha Sohl-Dickstein, Michael C. Mozer, Gamaleldin F. Elsayed
Formato: Artigo
Idioma:Inglês
Publicado: Nature Portfolio 2023-08-01
Series:Nature Communications
Acceso en liña:https://doi.org/10.1038/s41467-023-40499-0
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