2 papers
cs.CR2025
Differentially Private Empirical Cumulative Distribution Functions
Antoine Barczewski, Amal Mawass, Jan Ramon
In order to both learn and protect sensitive training data, there has been a growing interest in privacy preserving machine learning methods. Differential privacy has emerged as an…
cs.LG2025
DP-SGD with weight clipping
Antoine Barczewski, Jan Ramon
Recently, due to the popularity of deep neural networks and other methods whose training typically relies on the optimization of an objective function, and due to concerns for data…