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Home / Proceedings / Proceedings of the AAAI Conference on Artificial Intelligence, 35 / No. 6: AAAI-21 Technical Tracks 6

Protecting the Protected Group: Circumventing Harmful Fairness

February 1, 2023

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Authors

Omer Ben-Porat

Tel-Aviv University


Fedor Sandomirskiy

Technion – Israel Institute of Technology Higher School of Economics, St. Petersburg, Russia


Moshe Tennenholtz

Technion – Israel Institute of Technology


DOI:

10.1609/aaai.v35i6.16654


Abstract:

The recent literature on fair Machine Learning manifests that the choice of fairness constraints must be driven by the utilities of the population. However, virtually all previous work makes the unrealistic assumption that the exact underlying utilities of the population (representing private tastes of individuals) are known to the regulator that imposes the fairness constraint. In this paper we initiate the discussion of the emph{mismatch}, the unavoidable difference between the underlying utilities of the population and the utilities assumed by the regulator. We demonstrate that the mismatch can make the disadvantaged protected group worse off after imposing the fairness constraint and provide tools to design fairness constraints that help the disadvantaged group despite the mismatch.

Topics: AAAI

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HOW TO CITE:

Omer Ben-Porat||Fedor Sandomirskiy||Moshe Tennenholtz Protecting the Protected Group: Circumventing Harmful Fairness Proceedings of the AAAI Conference on Artificial Intelligence (2021) 5176-5184.

Omer Ben-Porat||Fedor Sandomirskiy||Moshe Tennenholtz Protecting the Protected Group: Circumventing Harmful Fairness AAAI 2021, 5176-5184.

Omer Ben-Porat||Fedor Sandomirskiy||Moshe Tennenholtz (2021). Protecting the Protected Group: Circumventing Harmful Fairness. Proceedings of the AAAI Conference on Artificial Intelligence, 5176-5184.

Omer Ben-Porat||Fedor Sandomirskiy||Moshe Tennenholtz. Protecting the Protected Group: Circumventing Harmful Fairness. Proceedings of the AAAI Conference on Artificial Intelligence 2021 p.5176-5184.

Omer Ben-Porat||Fedor Sandomirskiy||Moshe Tennenholtz. 2021. Protecting the Protected Group: Circumventing Harmful Fairness. "Proceedings of the AAAI Conference on Artificial Intelligence". 5176-5184.

Omer Ben-Porat||Fedor Sandomirskiy||Moshe Tennenholtz. (2021) "Protecting the Protected Group: Circumventing Harmful Fairness", Proceedings of the AAAI Conference on Artificial Intelligence, p.5176-5184

Omer Ben-Porat||Fedor Sandomirskiy||Moshe Tennenholtz, "Protecting the Protected Group: Circumventing Harmful Fairness", AAAI, p.5176-5184, 2021.

Omer Ben-Porat||Fedor Sandomirskiy||Moshe Tennenholtz. "Protecting the Protected Group: Circumventing Harmful Fairness". Proceedings of the AAAI Conference on Artificial Intelligence, 2021, p.5176-5184.

Omer Ben-Porat||Fedor Sandomirskiy||Moshe Tennenholtz. "Protecting the Protected Group: Circumventing Harmful Fairness". Proceedings of the AAAI Conference on Artificial Intelligence, (2021): 5176-5184.

Omer Ben-Porat||Fedor Sandomirskiy||Moshe Tennenholtz. Protecting the Protected Group: Circumventing Harmful Fairness. AAAI[Internet]. 2021[cited 2023]; 5176-5184.


ISSN: 2374-3468


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