Differential Privacy Has Disparate Impact on Model Accuracy

Eugene Bagdasaryan, Omid Poursaeed, Vitaly Shmatikov. Differential Privacy Has Disparate Impact on Model Accuracy. In Hanna M. Wallach, Hugo Larochelle, Alina Beygelzimer, Florence d'Alché-Buc, Edward A. Fox, Roman Garnett, editors, Advances in Neural Information Processing Systems 32: Annual Conference on Neural Information Processing Systems 2019, NeurIPS 2019, 8-14 December 2019, Vancouver, BC, Canada. pages 15453-15462, 2019. [doi]

Authors

Eugene Bagdasaryan

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Omid Poursaeed

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Vitaly Shmatikov

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