Exact and approximate error bounds for physics-informed neural networks

Augusto T. Chantada, Pavlos Protopapas, Luca Gomez Bachar +2

The use of neural networks to solve differential equations, as an alternative to traditional numerical solvers, has increased recently. However, error bounds for the obtained solut…