2 papers
cs.IT2026
Composition Theorems for Multiple Differential Privacy Constraints
Cemre Cadir, Salim Najib, Yanina Y. Shkel
The exact composition of mechanisms for which two differential privacy (DP) constraints hold simultaneously is studied. The resulting privacy region admits an exact representation…
stat.ML2026
Locally Private Parametric Methods for Change-Point Detection
Anuj Kumar Yadav, Cemre Cadir, Yanina Y. Shkel +2
We study parametric change-point detection under local differential privacy, focusing on the offline localization of a single change point in a sequence of independent observations…