For histograms whose bins each have probability at least alpha, Laplace-perturbed counts leak at most 2/b - log(1 - alpha + alpha e^(2/b)) per record, independent of k.
Pointwise maximal leakage on general alphabets,
1 Pith paper cite this work. Polarity classification is still indexing.
1
Pith paper citing it
citation-role summary
method 1
citation-polarity summary
fields
cs.CR 1years
2025 1verdicts
CONDITIONAL 1roles
method 1polarities
use method 1representative citing papers
citing papers explorer
-
A Tight Context-aware Privacy Bound for Histogram Publication
For histograms whose bins each have probability at least alpha, Laplace-perturbed counts leak at most 2/b - log(1 - alpha + alpha e^(2/b)) per record, independent of k.