Initialization Matters: Privacy-Utility Analysis of Overparameterized Neural Networks

Jiayuan Ye, Zhenyu Zhu, Fanghui Liu +2

We analytically investigate how over-parameterization of models in randomized machine learning algorithms impacts the information leakage about their training data. Specifically, w…