Author

Anisa Halimi

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#machine learning Preprint Sep 2026

SoK: Privacy Attacks on Machine Learning via Explainable AI

Machine learning explanations reveal model behavior beyond predictions, creating attack surfaces for model confidentiality and data privacy. We systematize 25 studies that exploit explanations for model extraction, membership inference, and model inversion, treating attribute inference as partial inversion. Existing wo...

A. Oksuz, Anisa Halimi, Erman Ayday · 0 citations