10 citations · 10 across the 2 of their papers we have counts for
Showing cs.CRShow all
2 papers · 1 filter
cs.CR2023
Optimizing Noise for -Differential Privacy via Anti-Concentration and Stochastic Dominance
Jordan Awan, Aishwarya Ramasethu
In this paper, we establish anti-concentration inequalities for additive noise mechanisms which achieve -differential privacy (-DP), a notion of privacy phrased in terms of a…
cs.CR2019★ 10 cited
Benefits and Pitfalls of the Exponential Mechanism with Applications to Hilbert Spaces and Functional PCA
Jordan Awan, Ana Kenney, Matthew Reimherr +1
The exponential mechanism is a fundamental tool of Differential Privacy (DP) due to its strong privacy guarantees and flexibility. We study its extension to settings with summaries…