Hanshen Xiao

On Differentially Private Stochastic Convex Optimization with Heavy-tailed Data

2020 · arXiv (Cornell University)

In this paper, we consider the problem of designing Differentially Private (DP) algorithms for Stochastic Convex Optimization (SCO) on heavy-tailed data. The irregularity of such data violates some key assumptions used in almost all existing …