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cs.CR2018
The Power of The Hybrid Model for Mean Estimation
Brendan Avent, Yatharth Dubey, Aleksandra Korolova
We explore the power of the hybrid model of differential privacy (DP), in which some users desire the guarantees of the local model of DP and others are content with receiving the…
cs.CR2018★ 26 cited
Differentially-Private "Draw and Discard" Machine Learning
Vasyl Pihur, Aleksandra Korolova, Frederick Liu +4
In this work, we propose a novel framework for privacy-preserving client-distributed machine learning. It is motivated by the desire to achieve differential privacy guarantees in t…