Selection, ignorability and challenges with causal fairness

In this paper we look at popular fairness methods that use causal counterfactuals. These methods capture the intuitive notion that a prediction is fair if it coincides with the prediction that would have been made if someone’s race, gender or religion were counterfactually different. In order to ach...

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Bibliographic Details
Main Authors: Fawkes, J, Evans, RJ, Sejdinovic, D
Format: Conference item
Language:English
Published: PMLR 2022