Dimension Independent Generalization of DP-SGD for Overparameterized Smooth Convex Optimization.

Yi-An Ma Teodor Vanislavov Marinov Tong Zhang

Published in: CoRR (2022)

Keyphrases

convex optimization
interior point methods
dynamic programming
total variation
low rank
primal dual
convex relaxation
convex optimization problems
machine learning
stochastic gradient descent
convex formulation
operator splitting
support vector
linear combination