Counting queries on quantum data reduce to amplitude measurements, enabling differentially private algorithms via repeated measurements or amplitude estimation with proven sensitivity bounds.
Making the most of parallel composition in differential privacy.Proceedings on Privacy Enhancing Technologies, 2022
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Answering Counting Queries with Differential Privacy on a Quantum Computer
Counting queries on quantum data reduce to amplitude measurements, enabling differentially private algorithms via repeated measurements or amplitude estimation with proven sensitivity bounds.