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Counterfactual Fairness

kown-ter-FAK-choo-ul FAIR-ness

/ˌkaʊntərˈfæktʃuəl ˈfɛrnɪs/

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Syllable breakdown

counterfactualfairness

Dictionary meaning

Fairness criterion requiring that a model's prediction would remain unchanged if the individual belonged to a different demographic group, all else equal

Examples

  • Counterfactual fairness asks: would this decision change if the applicant were a different race?

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