@article{optimaldimensionfreesamplingforregulariz,
  title = {Optimal Dimension-Free Sampling for Regularized Classification},
  author = {Meysam Alishahi and Alexander Munteanu and Simon Omlor and Jeff M. Phillips},
  year = {2026},
  eprint = {2605.23726},
  archivePrefix = {arXiv},
  url = {https://arxiv.org/abs/2605.23726},
}