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03/25/2022
Learning Losses for Strategic Classification
Strategic classification, i.e. classification under possible strategic m...
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03/02/2022
Adversarially Robust Learning with Tolerance
We study the problem of tolerant adversarial PAC learning with respect t...
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06/24/2021
On the (Un-)Avoidability of Adversarial Examples
The phenomenon of adversarial examples in deep learning models has cause...
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06/30/2020
Black-box Certification and Learning under Adversarial Perturbations
We formally study the problem of classification under adversarial pertur...
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05/28/2019
When can unlabeled data improve the learning rate?
In semi-supervised classification, one is given access both to labeled a...
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09/26/2013