@article{newpinnsphysicsinformingneuralnetworksus,
  title = {NewPINNs: Physics-Informing Neural Networks Using Conventional Solvers for Partial Differential Equations},
  author = {Satish Chandran and Maedeh Makki and Maziar Raissi and Adrien Grenier and Behzad Mohebbi},
  year = {2026},
  eprint = {2601.17207},
  archivePrefix = {arXiv},
  url = {https://arxiv.org/abs/2601.17207},
}