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Ricardo Silva Carvalho

2 accepted papers

2022

Incorporating Item Frequency for Differentially Private Set Union

AAAI 2022technical

We study the problem of releasing the set union of users' items subject to differential privacy. Previous approaches consider only the set of items for each user as the input. We propose incorporating the item frequency, which is typically available in set union problems, to boost the utility of pri…

2020

Differentially Private Top-k Selection via Stability on Unknown Domain

UAI 2020poster

We propose a new method that satisfies approximate differential privacy for top-$k$ selection with unordered output in the unknown data domain setting, not relying on the full knowledge of the domain universe. Our algorithm only requires looking at the top-$\bar{k}$ elements for any given $\bar{k} \…

Cited by 12SourcePDFScholar