A universal black-box optimization method with almost dimension-free convergence rate guarantees

Kimon Antonakopoulos, Dong Quan Vu, Vokan Cevher +2

Universal methods for optimization are designed to achieve theoretically optimal convergence rates without any prior knowledge of the problem's regularity parameters or the accurar…