Prediction error certification for PINNs: Theory, computation, and application to Stokes flow

Birgit Hillebrecht, Benjamin Unger

Rigorous error estimation is a fundamental topic in numerical analysis. With the increasing use of physics-informed neural networks (PINNs) for solving partial differential equatio…