Differentially Private Verification of Distribution Properties
A recent line of work initiated by Chiesa and Gur and further developed by Herman and Rothblum investigates the sample and communication complexity of verifying properties of distributions with the assistance of a powerful, knowledgeable, but untrusted prover. In this work, we initiate the study of differentially private distribution property verification. After all, if we do not trust the prover to help us with verification, why should we trust it with our sensitive sample? We map a landscape of differentially private verification of properties of distributions. In the non-private case it is known that one-round private-coin protocols can have substantially lower complexity than public-c...
| Authors | Elbert Du, Cynthia Dwork, Pranay Tankala et al. |
|---|---|
| Primary category | cs.DS |
| Published | 12 April 2026 |
| Last updated at source | 14 August 2026 |
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