@article{whenandwhyadversarialtrainingimprovespin,
  title = {When and Why Adversarial Training Improves PINNs: A Neural Tangent Kernel Perspective},
  author = {Yuan-dong Cao and Chi Chiu SO and Jun-Min Wang and He Wang},
  year = {2026},
  eprint = {2605.15959},
  archivePrefix = {arXiv},
  url = {https://arxiv.org/abs/2605.15959},
}