@article{physicsenhanceddeepsurrogatesforpdes,
  title = {Physics-enhanced deep surrogates for partial differential equations},
  author = {Raphaël Pestourie and Youssef Mroueh and Chris Rackauckas and Payel Das and Steven G. Johnson},
  year = {2021},
  eprint = {2111.05841},
  archivePrefix = {arXiv},
  url = {https://arxiv.org/abs/2111.05841v4},
}