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Soheil Feizi

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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(De)Randomized Smoothing for Certifiable Defense against Patch Attacks

Feb 25, 2020
Alexander Levine, 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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