Topological Exploration of High-Dimensional Empirical Risk Landscapes: general approach, and applications to phase retrieval

Antoine Maillard, Tony Bonnaire, Giulio Biroli

We consider the landscape of empirical risk minimization for high-dimensional Gaussian single-index models (generalized linear models). The objective is to recover an unknown signa…