Stability in Training PINNs for Stiff PDEs: Why Initial Conditions Matter

Baoli Hao, Ulisses Braga-Neto, Chun Liu +2

Training physics-informed neural networks (PINNs) on stiff, time-dependent PDEs remains a fundamental challenge due to optimization instabilities and gradient pathologies. Through…