Active manifolds, stratifications, and convergence to local minima in nonsmooth optimization

Damek Davis, Dmitriy Drusvyatskiy, Liwei Jiang

We show that the subgradient method converges only to local minimizers when applied to generic Lipschitz continuous and subdifferentially regular functions that are definable in an…