Certifiable Robustness for Nearest Neighbor Classifiers

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Certifiable Robustness for Nearest Neighbor Classifiers

13 January 2022

Paraschos Koutris

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Papers citing "Certifiable Robustness for Nearest Neighbor Classifiers"

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Title
Nearest Neighbor Classifiers over Incomplete Information: From Certain Answers to Certain Predictions Bojan Karlavs Peng Li Renzhi Wu Nezihe Merve Gürel Xu Chu Wentao Wu Ce Zhang 66 61 0 11 May 2020
Curse of Dimensionality on Randomized Smoothing for Certifiable Robustness Aounon Kumar Alexander Levine Tom Goldstein Soheil Feizi 65 96 0 08 Feb 2020
Certified Robustness to Label-Flipping Attacks via Randomized Smoothing Elan Rosenfeld Ezra Winston Pradeep Ravikumar J. Zico Kolter OOD AAML 76 159 0 07 Feb 2020
Certified Robustness for Top-k Predictions against Adversarial Perturbations via Randomized Smoothing Jinyuan Jia Xiaoyu Cao Binghui Wang Neil Zhenqiang Gong AAML 60 95 0 20 Dec 2019
Certified Adversarial Robustness via Randomized Smoothing Jeremy M. Cohen Elan Rosenfeld J. Zico Kolter AAML 171 2,052 0 08 Feb 2019
Certified Defenses for Data Poisoning Attacks Jacob Steinhardt Pang Wei Koh Percy Liang AAML 129 759 0 09 Jun 2017
Robust Estimators in High Dimensions without the Computational Intractability Ilias Diakonikolas Gautam Kamath D. Kane Jingkai Li Ankur Moitra Alistair Stewart 75 513 0 21 Apr 2016