Genus expansion for non-linear random matrix ensembles with applications to neural networks

Nicola Muca Cirone, Jad Hamdan, Cristopher Salvi

We present a unified approach to studying certain non-linear random matrix ensembles and associated random neural networks at initialization. This begins with a novel series expans…