On the Inherent Privacy of Zeroth Order Projected Gradient Descent

Devansh Gupta, Meisam Razaviyayn, Vatsal Sharan

Differentially private zeroth-order optimization methods have recently gained popularity in private fine tuning of machine learning models due to their reduced memory requirements.…