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Aounon Kumar

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Provable Robustness for Streaming Models with a Sliding Window

Mar 28, 2023
Aounon Kumar, Vinu Sankar Sadasivan, Soheil Feizi

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Can AI-Generated Text be Reliably Detected?

Mar 17, 2023
Vinu Sankar Sadasivan, Aounon Kumar, Sriram Balasubramanian, Wenxiao Wang, Soheil Feizi

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Certifying Model Accuracy under Distribution Shifts

Jan 28, 2022
Aounon Kumar, Alexander Levine, Tom Goldstein, Soheil Feizi

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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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