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Achieving pure differential privacy for statistical queries at the conjectured square-root error rate could redefine benchmarks for privacy-preserving data analysis.
Despite theoretical guarantees, widely-used differential privacy libraries harbor subtle bugs that can be exposed by a new gray-box auditing technique.