Stefano Mereta

Position: Algebra Unveils Deep Learning - An Invitation to Neuroalgebraic Geometry

In this position paper, we promote the study of function spaces parameterized by machine learning models through the lens of algebraic geometry. To this end, we focus on algebraic models, such as neural networks with polynomial activations, whose associated function spaces are semi-algebraic varieti…