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cs.CR2022★ 2 cited
Sotto Voce: Federated Speech Recognition with Differential Privacy Guarantees
Michael Shoemate, Kevin Jett, Ethan Cowan +3
Speech data is expensive to collect, and incredibly sensitive to its sources. It is often the case that organizations independently collect small datasets for their own use, but of…
cs.CR2022
Widespread Underestimation of Sensitivity in Differentially Private Libraries and How to Fix It
Sílvia Casacuberta, Michael Shoemate, Salil Vadhan +1
We identify a new class of vulnerabilities in implementations of differential privacy. Specifically, they arise when computing basic statistics such as sums, thanks to discrepancie…