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]

Authors

Jiayin Jin

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Zeru Zhang

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Yang Zhou

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Lingfei Wu

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