Strong Data Augmentation Sanitizes Poisoning and Backdoor Attacks Without an Accuracy Tradeoff

Eitan Borgnia, Valeriia Cherepanova, Liam Fowl, Amin Ghiasi, Jonas Geiping, Micah Goldblum, Tom Goldstein, Arjun Gupta. Strong Data Augmentation Sanitizes Poisoning and Backdoor Attacks Without an Accuracy Tradeoff. In IEEE International Conference on Acoustics, Speech and Signal Processing, ICASSP 2021, Toronto, ON, Canada, June 6-11, 2021. pages 3855-3859, IEEE, 2021. [doi]

Authors

Eitan Borgnia

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Valeriia Cherepanova

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Liam Fowl

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Amin Ghiasi

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Jonas Geiping

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Micah Goldblum

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Tom Goldstein

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Arjun Gupta

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