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Home/Authors/Edwige Cyffers

Edwige Cyffers

1 indexed paper

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26

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Crypto×1ML×1

Frequent co-authors

Juba Ziani1×

Research Timeline

2026
Limits of Personalizing Differential Privacy Budgets

The paper demonstrates that for mean estimation under differential privacy, the benefits of fully personalized privacy budgets are often limited, suggesting that choosing the correct effective budget via simple thresholding is often sufficient.

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Papers

cs.CRcs.LGRecentMay 13, 2026

Limits of Personalizing Differential Privacy Budgets

Edwige Cyffers, Juba Ziani

The paper demonstrates that for mean estimation under differential privacy, the benefits of fully personalized privacy budgets are often limited, suggesting that choosing the correct effective budget…

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