Loss-Conditional PINNs for Parametric PDE Families

Anna Lazareva, Alexander Tarakanov

Physics-informed neural networks (PINNs) approximate solutions of ODEs and PDEs by minimising a weighted combination of residual, boundary, initial, and data losses. Their performa…