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08/29/2023
The Relative Gaussian Mechanism and its Application to Private Gradient Descent
The Gaussian Mechanism (GM), which consists in adding Gaussian noise to ...
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10/28/2022
Fairness Certificates for Differentially Private Classification
In this work, we theoretically study the impact of differential privacy ...
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07/04/2022
High-Dimensional Private Empirical Risk Minimization by Greedy Coordinate Descent
In this paper, we study differentially private empirical risk minimizati...
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10/22/2021