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cs.LG2024
The Impact of Generalization Techniques on the Interplay Among Privacy, Utility, and Fairness in Image Classification
Ahmad Hassanpour, Amir Zarei, Khawla Mallat +2
This study investigates the trade-offs between fairness, privacy, and utility in image classification using machine learning (ML). Recent research suggests that generalization tech…
cs.LG2023★ 8 cited
An Empirical Analysis of Fairness Notions under Differential Privacy
Anderson Santana de Oliveira, Caelin Kaplan, Khawla Mallat +1
Recent works have shown that selecting an optimal model architecture suited to the differential privacy setting is necessary to achieve the best possible utility for a given privac…