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cs.DS2025
Unifying Laplace Mechanism with Instance Optimality in Differential Privacy
David Durfee
We adapt the canonical Laplace mechanism, widely used in differentially private data analysis, to achieve near instance optimality with respect to the hardness of the underlying da…
cs.DS2023
Instance-Specific Asymmetric Sensitivity in Differential Privacy
David Durfee
We provide a new algorithmic framework for differentially private estimation of general functions that adapts to the hardness of the underlying dataset. We build upon previous work…