Gradient Scaling Effects in Adaptive Spectral PINNs for Stiff Nonlinear ODEs
arXiv:2605.04502v1 Announce Type: new
Abstract: 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 emphasized representationa…