Revisiting Model-Agnostic Private Learning: Faster Rates and Active Learning

Chong Liu, Yuqing Zhu, Kamalika Chaudhuri +1

The Private Aggregation of Teacher Ensembles (PATE) framework is one of the most promising recent approaches in differentially private learning. Existing theoretical analysis shows…