Milan Shen

DP-HyPO: An Adaptive Private Hyperparameter Optimization Framework

2023 · arXiv (Cornell University)

Hyperparameter optimization, also known as hyperparameter tuning, is a widely recognized technique for improving model performance. Regrettably, when training private ML models, many practitioners often overlook the privacy risks associated with hyperparameter optimization, which could …