TIRA attacks with PMiS and PRSMP push fairness metrics to ideal values and reduce SHAP attribution for protected features to zero in black-box settings.
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The Unseen Hand: Manipulating Model Fairness and SHAP with Targeted Identity Re-Association Attacks
TIRA attacks with PMiS and PRSMP push fairness metrics to ideal values and reduce SHAP attribution for protected features to zero in black-box settings.