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Policy Smoothing for Provably Robust Reinforcement Learning


Jun 21, 2021
Aounon Kumar, Alexander Levine, Soheil Feizi


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Center Smoothing for Certifiably Robust Vector-Valued Functions


Feb 19, 2021
Aounon Kumar, Tom Goldstein


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Tight Second-Order Certificates for Randomized Smoothing


Oct 20, 2020
Alexander Levine, Aounon Kumar, Thomas Goldstein, Soheil Feizi


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Certifying Confidence via Randomized Smoothing


Sep 17, 2020
Aounon Kumar, Alexander Levine, Soheil Feizi, Tom Goldstein


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Detection as Regression: Certified Object Detection by Median Smoothing


Jul 07, 2020
Ping-yeh Chiang, Michael J. Curry, Ahmed Abdelkader, Aounon Kumar, John Dickerson, Tom Goldstein


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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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