Private Prediction via PAC Privacy

Xiaochen Zhu, Mayuri Sridhar, Srinivas Devadas

Machine learning models are increasingly served behind APIs. This renders private prediction, i.e., privatizing a model's outputs rather than its parameters, a natural privacy targ…