Metric-Fair Classifier Derandomization

Jimmy Wu; Yatong Chen; Yang Liu

ICML 2022spotlight8 citations

Metric-Fair Classifier Derandomization

Jimmy Wu, Yatong Chen, Yang Liu

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Abstract

We study the problem of

BibTeX

@InProceedings{pmlr-v162-wu22a,
  title = 	 {Metric-Fair Classifier Derandomization},
  author =       {Wu, Jimmy and Chen, Yatong and Liu, Yang},
  booktitle = 	 {Proceedings of the 39th International Conference on Machine Learning},
  pages = 	 {23999--24016},
  year = 	 {2022},
  editor = 	 {Chaudhuri, Kamalika and Jegelka, Stefanie and Song, Le and Szepesvari, Csaba and Niu, Gang and Sabato, Sivan},
  volume = 	 {162},
  series = 	 {Proceedings of Machine Learning Research},
  month = 	 {17--23 Jul},
  publisher =    {PMLR},
  pdf = 	 {https://proceedings.mlr.press/v162/wu22a/wu22a.pdf},
  url = 	 {https://proceedings.mlr.press/v162/wu22a.html},
  abstract = 	 {We study the problem of