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CD-UAP: Class Discriminative Universal Adversarial Perturbation
A single universal adversarial perturbation (UAP) can be added to all na...
10/07/2020 ∙ by Chaoning Zhang, et al. ∙
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Double Targeted Universal Adversarial Perturbations
Despite their impressive performance, deep neural networks (DNNs) are wi...
10/07/2020 ∙ by Philipp Benz, et al. ∙
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Data from Model: Extracting Data from Non-robust and Robust Models
The essence of deep learning is to exploit data to train a deep neural n...
07/13/2020 ∙ by Philipp Benz, et al. ∙
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Understanding Adversarial Examples from the Mutual Influence of Images and Perturbations
A wide variety of works have explored the reason for the existence of ad...
07/13/2020 ∙ by Chaoning Zhang, et al. ∙
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