@article{deepneuralnetworksasdiscretedynamicalsys,
  title = {Deep Neural Networks as Discrete Dynamical Systems: Implications for Physics-Informed Learning},
  author = {Abhisek Ganguly and Santosh Ansumali and Sauro Succi},
  year = {2026},
  eprint = {2601.00473},
  archivePrefix = {arXiv},
  url = {https://arxiv.org/abs/2601.00473},
}