When and Why Adversarial Training Improves PINNs: A Neural Tangent Kernel Perspective

Yuan-dong Cao, Chi Chiu SO, Jun-Min Wang +1

Physics-informed neural networks (PINNs) are powerful surrogates for differential equations but are notoriously difficult to train due to spectral bias, stiffness, and poor accurac…