Oblivious Stochastic Composite Optimization

Clément Lezane, Alexandre d'Aspremont

In stochastic convex optimization problems, most existing adaptive methods rely on prior knowledge about the diameter bound $D$ when the smoothness or the Lipschitz constant is unk…