Giovanni Luca Marchetti

Critical points of degenerate metrics on algebraic varieties: a tale of overparametrization

Abstract We study the critical points over an algebraic variety of an optimization problem defined by a quadratic objective that is degenerate. This scenario arises in machine learning when the dataset size is small with respect to the model, and is typically referred to as overp...