Large and moderate deviations for Gaussian neural networks

Claudio Macci, Barbara Pacchiarotti, Giovanni Luca Torrisi

We prove large and moderate deviations for the output of Gaussian fully connected neural networks. The main achievements concern deep neural networks (i.e., when the model has more…