Adversarially Robust Learning with Unknown Perturbation Sets

Omar Montasser, Steve Hanneke, Nathan Srebro. Adversarially Robust Learning with Unknown Perturbation Sets. In Mikhail Belkin, Samory Kpotufe, editors, Conference on Learning Theory, COLT 2021, 15-19 August 2021, Boulder, Colorado, USA. Volume 134 of Proceedings of Machine Learning Research, pages 3452-3482, PMLR, 2021. [doi]

@inproceedings{MontasserHS21,
  title = {Adversarially Robust Learning with Unknown Perturbation Sets},
  author = {Omar Montasser and Steve Hanneke and Nathan Srebro},
  year = {2021},
  url = {http://proceedings.mlr.press/v134/montasser21a.html},
  researchr = {https://researchr.org/publication/MontasserHS21},
  cites = {0},
  citedby = {0},
  pages = {3452-3482},
  booktitle = {Conference on Learning Theory, COLT 2021, 15-19 August 2021, Boulder, Colorado, USA},
  editor = {Mikhail Belkin and Samory Kpotufe},
  volume = {134},
  series = {Proceedings of Machine Learning Research},
  publisher = {PMLR},
}