Non-smooth stochastic gradient descent using smoothing functions

Tommaso Giovannelli, Jingfu Tan, Luis Nunes Vicente

In this paper, we address stochastic optimization problems involving a composition of a non-smooth outer function and a smooth inner function, a formulation frequently encountered…