Kanthi Sarpatwar

Differentially Private Distributed Data Summarization under Covariate Shift

We envision Artificial Intelligence marketplaces to be platforms where consumers, with very less data for a target task, can obtain a relevant model by accessing many private data sources with vast number of data samples. One of the key challenges is to construct a training dataset that matches a t…