2022
Renyi Differential Privacy of Propose-Test-Release and Applications to Private and Robust Machine Learning
NeurIPS 2022accept
Propose-Test-Release (PTR) is a differential privacy framework that works with local sensitivity of functions, instead of their global sensitivity. This framework is typically used for releasing robust statistics such as median or trimmed mean in a differentially private manner. While PTR is a commo…