Integrating Feature Correlation in Differential Privacy with Applications in DP-ERM

Tianyu Wang, Luhao Zhang, Rachel Cummings

Standard differential privacy imposes uniform privacy constraints across all features, overlooking the inherent distinction between sensitive and insensitive features in practice.…