An Infeasible Method with Feasibility Safeguard for Nonsmooth Composite Optimization Over Manifolds

We study nonsmooth composite optimization over embedded submanifolds defined by nonlinear equality constraints. We propose a feasibility-safeguarded inexact proximal linearized method whose iterations require neither projection nor retraction onto the manifold. A computable smooth-dual residual cert