An exponential mechanism based on quadratic approximations for fine-tuning machine learning models with privacy guarantees

Hoang Tran, Jorge Ramirez, Jiayi Wang +3

Fine-tuning adapts a pretrained machine learning model to a small, sensitive dataset, but this process risks memorizing individual new data points, making the model vulnerable to a…