ExactPrivacyGuaranteesforMarkovChain ImplementationsoftheExponentialMechanismwith ArtificialAtoms

Neural Information Processing Systems 

Existing work has examined these effects asymptotically, but implementable finite sample results are needed in practice so that users can specify privacy budgets in advance and implement samplers with exact privacy guarantees.

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