Adaptive First-and Zeroth-order Methods for Weakly Convex Stochastic Optimization Problems

Parvin Nazari, Davoud Ataee Tarzanagh, George Michailidis

In this paper, we design and analyze a new family of adaptive subgradient methods for solving an important class of weakly convex (possibly nonsmooth) stochastic optimization probl…