@article{statisticallyvalidhyperparameterselectio,
  title = {Statistically Valid Hyperparameter Selection: From Tuning to Guarantees},
  author = {Amirmohammad Farzaneh and Osvaldo Simeone},
  year = {2026},
  eprint = {2606.25601},
  archivePrefix = {arXiv},
  url = {https://arxiv.org/abs/2606.25601},
}