@article{randomnessandsignalpropagationinphysicsi,
  title = {Randomness and signal propagation in physics-informed neural networks (PINNs): A neural PDE perspective},
  author = {Jean-Michel Tucny and Abhisek Ganguly and Santosh Ansumali and Sauro Succi},
  year = {2025},
  eprint = {2509.18131},
  archivePrefix = {arXiv},
  url = {https://arxiv.org/abs/2509.18131},
}