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

arXiv:2605.15959v2 Announce Type: replace-cross Abstract: Physics-informed neural networks (PINNs) are powerful surrogates for differential equations but are notoriously difficult to train due to spectral bias, stiffness, and poor accuracy on high-frequency or