Chebyshev-Augmented One-Shot Transfer Learning for PINNs on Nonlinear Differential Equations

Yiqi Rao, Pavlos Protopapas

Physics-Informed Neural Networks (PINNs) offer a flexible paradigm for solving differential equations by embedding governing laws into the training objective. A persistent limitati…