Stabilizing PINNs: A regularization scheme for PINN training to avoid unstable fixed points of dynamical systems

Milos Babic, Franz M. Rohrhofer, Bernhard C. Geiger

It was recently shown that the loss function used for training physics-informed neural networks (PINNs) exhibits local minima at solutions corresponding to fixed points of dynamica…