Private Stochastic Convex Optimization:
Optimal Rates in `1 Geometry
Hilal Asi 1 Vitaly Feldman 2 Tomer Koren 3 Kunal Talwar 2
Abstract In this problem (DP-SCO), given n i.i.d. samples z1 , . . . , zn
from a distribution P , we wish to release a private so-
Stochastic convex optimization over an `1 -
lution x ∈ X Rd that minimizes the population loss
bou ...


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