Revisiting Privacy-Utility Trade-off for DP Training with Pre-existing Knowledge

Yu Zheng, Wenchao Zhang, Yonggang Zhang +5

Differential privacy (DP) provides a provable framework for protecting individuals by customizing a random mechanism over a privacy-sensitive dataset. Deep learning models have dem…