Bounds on the approximation error for deep neural networks applied to dispersive models: Nonlinear waves

Claudio Muñoz, Nicolás Valenzuela

We present a comprehensive framework for deriving rigorous and efficient bounds on the approximation error of deep neural networks in PDE models characterized by branching mechanis…