Gradient Scaling Effects in Adaptive Spectral PINNs for Stiff Nonlinear ODEs

Isabela M. Yepes, Pavlos Protopapas

Physics-Informed Neural Networks (PINNs) often struggle to train reliably on stiff and oscillatory dynamical systems due to poor optimization conditioning. While prior work has emp…