Neural signature kernels as infinite-width-depth-limits of controlled ResNets

Nicola Muca Cirone, Maud Lemercier, Cristopher Salvi

Motivated by the paradigm of reservoir computing, we consider randomly initialized controlled ResNets defined as Euler-discretizations of neural controlled differential equations (…