Sharper Convergence Rates for Nonconvex Optimisation via Reduction Mappings

TL;DR

Many high-dimensional optimisation problems exhibit rich geometric structures in their set of minimisers, often forming smooth manifolds due to over-parametrisation or symmetries…

Opening excerpt from the authors’ abstract. source