Stochastic Weakly Convex Optimization Beyond Lipschitz Continuity

Wenzhi Gao, Qi Deng

This paper considers stochastic weakly convex optimization without the standard Lipschitz continuity assumption. Based on new adaptive regularization (stepsize) strategies, we show…