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06/09/2022
ReFace: Real-time Adversarial Attacks on Face Recognition Systems
Deep neural network based face recognition models have been shown to be ...
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04/20/2022
Adversarial Scratches: Deployable Attacks to CNN Classifiers
A growing body of work has shown that deep neural networks are susceptib...
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12/07/2020
A Singular Value Perspective on Model Robustness
Convolutional Neural Networks (CNNs) have made significant progress on s...
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12/07/2019
Principal Component Properties of Adversarial Samples
Deep Neural Networks for image classification have been found to be vuln...
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12/05/2019