Drago: Primal-Dual Coupled Variance Reduction for Faster Distributionally Robust Optimization

Ronak Mehta, Jelena Diakonikolas, Zaid Harchaoui

We consider the penalized distributionally robust optimization (DRO) problem with a closed, convex uncertainty set, a setting that encompasses learning using $f$-DRO and spectral/$…