Articles with "minimal adversarial" as a keyword



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On the Minimal Adversarial Perturbation for Deep Neural Networks With Provable Estimation Error

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Published in 2022 at "IEEE Transactions on Pattern Analysis and Machine Intelligence"

DOI: 10.1109/tpami.2022.3195616

Abstract: Although Deep Neural Networks (DNNs) have shown incredible performance in perceptive and control tasks, several trustworthy issues are still open. One of the most discussed topics is the existence of adversarial perturbations, which has opened… read more here.

Keywords: neural networks; adversarial perturbation; deep neural; minimal adversarial ... See more keywords