The paper defines ECD as the difference in GEV location parameters between protected groups and claims it reveals that standard bias mitigators harm worst-case fairness in 35% of cases.
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Fairness Testing through Extreme Value Theory
The paper defines ECD as the difference in GEV location parameters between protected groups and claims it reveals that standard bias mitigators harm worst-case fairness in 35% of cases.