@article{representationmeetsoptimizationtraining,
  title = {Representation Meets Optimization: Training PINNs and PIKANs for Gray-Box Discovery in Systems Pharmacology},
  author = {Nazanin Ahmadi Daryakenari and Khemraj Shukla and George Em Karniadakis},
  year = {2025},
  eprint = {2504.07379},
  archivePrefix = {arXiv},
  url = {https://arxiv.org/abs/2504.07379v1},
}