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Perceptual Adversarial Robustness: Defense Against Unseen Threat Models


Jun 22, 2020
Cassidy Laidlaw, Sahil Singla, Soheil Feizi

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Fairness Through Robustness: Investigating Robustness Disparity in Deep Learning


Jun 17, 2020
Vedant Nanda, Samuel Dooley, Sahil Singla, Soheil Feizi, John P. Dickerson

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* 18 pages, 17 figures; Under review 

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Second-Order Provable Defenses against Adversarial Attacks


Jun 01, 2020
Sahil Singla, Soheil Feizi

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* Proceedings of the 37th International Conference on Machine Learning, 2020 

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Subadditivity of Probability Divergences on Bayes-Nets with Applications to Time Series GANs


Mar 02, 2020
Mucong Ding, Constantinos Daskalakis, Soheil Feizi

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(De)Randomized Smoothing for Certifiable Defense against Patch Attacks


Feb 25, 2020
Alexander Levine, Soheil Feizi

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Curse of Dimensionality on Randomized Smoothing for Certifiable Robustness


Feb 08, 2020
Aounon Kumar, Alexander Levine, Tom Goldstein, Soheil Feizi

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Playing it Safe: Adversarial Robustness with an Abstain Option


Nov 25, 2019
Cassidy Laidlaw, Soheil Feizi

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Bounding Singular Values of Convolution Layers


Nov 22, 2019
Sahil Singla, Soheil Feizi

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Robustness Certificates for Sparse Adversarial Attacks by Randomized Ablation


Nov 21, 2019
Alexander Levine, Soheil Feizi

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Adversarial Robustness of Flow-Based Generative Models


Nov 20, 2019
Phillip Pope, Yogesh Balaji, Soheil Feizi

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