Jose Israel Rodriguez

Activation degree thresholds and expressiveness of polynomial neural networks

2024 · arXiv (Cornell University)

We study the expressive power of deep polynomial neural networks through the geometry of their neurovariety. We introduce the notion of the activation degree threshold of a network architecture to express when the dimension of …