35 citations · 91 across the 12 of their papers we have counts for
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cs.IT2023
Total Variation Meets Differential Privacy
Elena Ghazi, Ibrahim Issa
The framework of approximate differential privacy is considered, and augmented by leveraging the notion of ``the total variation of a (privacy-preserving) mechanism'' (denoted by $…
cs.LG2023
Generalization Error Bounds for Noisy, Iterative Algorithms via Maximal Leakage
Ibrahim Issa, Amedeo Roberto Esposito, Michael Gastpar
We adopt an information-theoretic framework to analyze the generalization behavior of the class of iterative, noisy learning algorithms. This class is particularly suitable for stu…