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ConceptLaplace Mechanism

Laplace Mechanism

A classical mechanism in differential privacy that satisfies differential privacy by adding Laplace noise to query results, with the noise scale calibrated by the global sensitivity.

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Oct 19

The paper gives exact identities for the Gaussian mechanism and the Laplace mechanism, namely that the KSD certificate exactly equals the Rènyi divergence (under a specific kernel); for the exponential mechanism it gives an upper bound.

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