A Closer Look at the Calibration of Differentially Private Learners

Hanlin Zhang, Xuechen Li, Prithviraj Sen +2

We systematically study the calibration of classifiers trained with differentially private stochastic gradient descent (DP-SGD) and observe miscalibration across a wide range of vi…