Dikaios: Privacy Auditing of Algorithmic Fairness via Attribute Inference Attacks

Jan Aalmoes, Vasisht Duddu, Antoine Boutet

Machine learning (ML) models have been deployed for high-stakes applications. Due to class imbalance in the sensitive attribute observed in the datasets, ML models are unfair on mi…