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A Singular Value Perspective on Model Robustness


Dec 07, 2020
Malhar Jere, Maghav Kumar, Farinaz Koushanfar


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Adversarial Deepfakes: Evaluating Vulnerability of Deepfake Detectors to Adversarial Examples


Mar 14, 2020
Paarth Neekhara, Shehzeen Hussain, Malhar Jere, Farinaz Koushanfar, Julian McAuley

* 10 pages, 4 figures 

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Principal Component Properties of Adversarial Samples


Dec 07, 2019
Malhar Jere, Sandro Herbig, Christine Lind, Farinaz Koushanfar


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Scratch that! An Evolution-based Adversarial Attack against Neural Networks


Dec 05, 2019
Malhar Jere, Briland Hitaj, Gabriela Ciocarlie, Farinaz Koushanfar


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