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Privacy Amplification Persists under Unlimited Synthetic Data Release

Under bounded parameters, releasing unlimited synthetic data preserves differential privacy amplification beyond prior asymptotic limits.

Clément Pierquin, Aurélien Bellet, Marc Tommasi, Matthieu Boussard

Paris Poster Session 2, Wed, Dec 9, 5:00 PM–7:00 PM, Paris Poster Hall · Published 2026

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AI panel: 6 of 20 reviewers recommend it
lenient 2/5
medium 3/10
strict 1/5