Van Ngai Huynh

Stochastic Model-Based Methods for Minimizing Paraconvex Functions

This paper studies stochastic algorithms for minimizing paraconvex functions, a function class that generalizes weakly convex functions and includes, for instance, H\"older smooth functions and compositions of convex functions with H\"older smooth maps. We first establish the convergence of the stochastic subgradient m...