2025
Sharper Convergence Rates for Nonconvex Optimisation via Reduction Mappings
NeurIPS 2025spotlight
Many high-dimensional optimisation problems exhibit rich geometric structures in their set of minimisers, often forming smooth manifolds due to over-parametrisation or symmetries. When this structure is known, at least locally, it can be exploited through reduction mappings that reparametrise part o…