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Anna Golubeva

Bounding generalization error with input compression: An empirical study with infinite-width networks

Jul 19, 2022
Angus Galloway, Anna Golubeva, Mahmoud Salem, Mihai Nica, Yani Ioannou, Graham W. Taylor

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* 12 pages main content, 26 pages total

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Batch Normalization is a Cause of Adversarial Vulnerability

May 29, 2019
Angus Galloway, Anna Golubeva, Thomas Tanay, Medhat Moussa, Graham W. Taylor

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* To appear in the ICML 2019 Workshop on Identifying and Understanding Deep Learning Phenomena

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Adversarial Examples as an Input-Fault Tolerance Problem

Nov 30, 2018
Angus Galloway, Anna Golubeva, Graham W. Taylor

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* NIPS 2018 Workshop on Security and Machine Learning. Source available at https://github.com/uoguelph-mlrg/nips18-secml-advex-input-fault

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