@article{derivinghyperparameterscalinglawsviamode,
  title = {Deriving Hyperparameter Scaling Laws via Modern Optimization Theory},
  author = {Egor Shulgin and Dimitri von Rütte and Tianyue H. Zhang and Niccolò Ajroldi and Bernhard Schölkopf and Antonio Orvieto},
  year = {2026},
  eprint = {2603.15958},
  archivePrefix = {arXiv},
  url = {https://arxiv.org/abs/2603.15958},
}