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Policy Smoothing for Provably Robust Reinforcement Learning


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


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Improved, Deterministic Smoothing for L1 Certified Robustness


Mar 17, 2021
Alexander Levine, Soheil Feizi


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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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Dual Manifold Adversarial Robustness: Defense against Lp and non-Lp Adversarial Attacks


Sep 05, 2020
Wei-An Lin, Chun Pong Lau, Alexander Levine, Rama Chellappa, Soheil Feizi


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Deep Partition Aggregation: Provable Defense against General Poisoning Attacks


Jun 26, 2020
Alexander Levine, 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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Robustness Certificates for Sparse Adversarial Attacks by Randomized Ablation


Nov 21, 2019
Alexander Levine, Soheil Feizi


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Wasserstein Smoothing: Certified Robustness against Wasserstein Adversarial Attacks


Oct 23, 2019
Alexander Levine, Soheil Feizi


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Certifiably Robust Interpretation in Deep Learning


Jun 10, 2019
Alexander Levine, Sahil Singla, Soheil Feizi


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