Differentially-Private "Draw and Discard" Machine Learning: Training Distributed Model from Enormous Crowds

Vasyl Pihur, Aleksandra Korolova, Frederick Liu, Subhash Sankuratripati, Moti Yung, Dachuan Huang, Ruogu Zeng. Differentially-Private "Draw and Discard" Machine Learning: Training Distributed Model from Enormous Crowds. In Shlomi Dolev, Jonathan Katz, Amnon Meisels, editors, Cyber Security, Cryptology, and Machine Learning - 6th International Symposium, CSCML 2022, Be'er Sheva, Israel, June 30 - July 1, 2022, Proceedings. Volume 13301 of Lecture Notes in Computer Science, pages 468-486, Springer, 2022. [doi]

Authors

Vasyl Pihur

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Aleksandra Korolova

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Frederick Liu

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Subhash Sankuratripati

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Moti Yung

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Dachuan Huang

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Ruogu Zeng

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