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Examples
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Counterfactual fairness is, for example, a type of individual fairness in which a decision or prediction is considered fair if it would remain the same in the real world and a hypothetical counterfactual world where the individual’s sensitive attribute (such as race or gender) had been different but all other relevant factors remained the same (Kusner et al., 2017).
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