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Sponsored Artificial Intelligence: A Modern Approach, Global Edition Artificial Intelligence: A Modern Approach, Global Edition

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Alberto Trombetta

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Preprint Sep 2026

Empirical Analysis of Randomness Quality in Differential Privacy Mechanisms

Differential Privacy (DP) relies on carefully calibrated random noise to protect individual privacy in statistical analyses. While theoretical work has analyzed DP under weakened randomness assumptions, the practical consequences of entropy degradation remain poorly understood. We present a systematic empirical investi...

Cesare Gerolimetto Fabrello, Valeria Rossi, Alberto Trombetta et al. · 0 citations

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