Benign Overfitting in Linear Classifiers and Leaky ReLU Networks from KKT Conditions for Margin Maximization

Spencer Frei, Gal Vardi, Peter L. Bartlett, Nathan Srebro. Benign Overfitting in Linear Classifiers and Leaky ReLU Networks from KKT Conditions for Margin Maximization. In Gergely Neu, Lorenzo Rosasco, editors, The Thirty Sixth Annual Conference on Learning Theory, 12-15 July 2023, Bangalore, India. Volume 195 of Proceedings of Machine Learning Research, pages 3173-3228, PMLR, 2023. [doi]

@inproceedings{FreiVBS23,
  title = {Benign Overfitting in Linear Classifiers and Leaky ReLU Networks from KKT Conditions for Margin Maximization},
  author = {Spencer Frei and Gal Vardi and Peter L. Bartlett and Nathan Srebro},
  year = {2023},
  url = {https://proceedings.mlr.press/v195/frei23a.html},
  researchr = {https://researchr.org/publication/FreiVBS23},
  cites = {0},
  citedby = {0},
  pages = {3173-3228},
  booktitle = {The Thirty Sixth Annual Conference on Learning Theory, 12-15 July 2023, Bangalore, India},
  editor = {Gergely Neu and Lorenzo Rosasco},
  volume = {195},
  series = {Proceedings of Machine Learning Research},
  publisher = {PMLR},
}