Statistical Inference for Differentially Private Stochastic Gradient Descent

Xintao Xia, Linjun Zhang, Zhanrui Cai

Privacy preservation in machine learning, particularly through Differentially Private Stochastic Gradient Descent (DP-SGD), is critical for sensitive data analysis. However, existi…