Towards Reliable and Generalizable Differentially Private Machine Learning (Extended Version)

Wenxuan Bao, Vincent Bindschaedler

There is a flurry of recent research papers proposing novel differentially private machine learning (DPML) techniques. These papers claim to achieve new state-of-the-art (SoTA) res…