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Home/Authors/Nataliia Bielova

Nataliia Bielova

1 indexed paper

Recent (6 mo)
1
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Publications per year

1
26

Top categories

Crypto×1

Frequent co-authors

Ramon G. Gonze1×
Natasha Fernandes1×
Heber H. Arcolezi1×
Catuscia Palamidessi1×

Research Timeline

2026
Beyond Epsilon: A Principled QIF Framework for Local Differential Privacy

The paper proposes a Quantitative Information Flow (QIF) framework to systematically and rigorously compare Local Differential Privacy (LDP) frequency estimation protocols, moving beyond simple $\varepsilon$ bounds.

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Papers

cs.CRRecentMay 26, 2026

Beyond Epsilon: A Principled QIF Framework for Local Differential Privacy

Ramon G. Gonze, Natasha Fernandes, Heber H. Arcolezi, Catuscia Palamidessi +1 more

The paper proposes a Quantitative Information Flow (QIF) framework to systematically and rigorously compare Local Differential Privacy (LDP) frequency estimation protocols, moving beyond simple $\vare…

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