The Unseen Hand: Manipulating Model Fairness and SHAP with Targeted Identity Re-Association Attacks

Sannaan Khan, Muhammad U. S. Khan

As machine learning models grow more influential and opaque, algorithmic fairness and explainability are critical for ensuring accountability. However, we demonstrate that these au…