@article{pildphysicsinformedlearningviadiffusion,
  title = {PILD: Physics-Informed Learning via Diffusion},
  author = {Tianyi Zeng and Tianyi Wang and Jiaru Zhang and Zimo Zeng and Feiyang Zhang and Yiming Xu and Sikai Chen and Yajie Zou and Yangyang Wang and Junfeng Jiao and Christian Claudel and Xinbo Chen},
  year = {2026},
  eprint = {2601.21284},
  archivePrefix = {arXiv},
  url = {https://arxiv.org/abs/2601.21284},
}