Simone Venturi

MENO: a hybrid matrix exponential-based neural operator for stiff dynamical systems

This work presents MENO (Matrix Exponential-based Neural Operator), a hybrid architecture that models the few nonlinear variables using conventional neural operators, while integrating the dominant linear time-varying subsystem, describing the dynamics of the remaining variables, through a novel neural matrix-exponenti...