Input-agnostic Certified Group Fairness via Gaussian Parameter Smoothing

Jiayin Jin, Zeru Zhang, Yang Zhou, Lingfei Wu. Input-agnostic Certified Group Fairness via Gaussian Parameter Smoothing. In Kamalika Chaudhuri, Stefanie Jegelka, Le Song, Csaba Szepesvári, Gang Niu 0001, Sivan Sabato, editors, International Conference on Machine Learning, ICML 2022, 17-23 July 2022, Baltimore, Maryland, USA. Volume 162 of Proceedings of Machine Learning Research, pages 10340-10361, PMLR, 2022. [doi]

@inproceedings{JinZZW22,
  title = {Input-agnostic Certified Group Fairness via Gaussian Parameter Smoothing},
  author = {Jiayin Jin and Zeru Zhang and Yang Zhou and Lingfei Wu},
  year = {2022},
  url = {https://proceedings.mlr.press/v162/jin22g.html},
  researchr = {https://researchr.org/publication/JinZZW22},
  cites = {0},
  citedby = {0},
  pages = {10340-10361},
  booktitle = {International Conference on Machine Learning, ICML 2022, 17-23 July 2022, Baltimore, Maryland, USA},
  editor = {Kamalika Chaudhuri and Stefanie Jegelka and Le Song and Csaba Szepesvári and Gang Niu 0001 and Sivan Sabato},
  volume = {162},
  series = {Proceedings of Machine Learning Research},
  publisher = {PMLR},
}