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Terrance Liu

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#machine learning Jul 2025

Optimizing Canaries for Privacy Auditing with Metagradient Descent

This work develops a method for optimizing the auditor's canary set to improve privacy auditing, leveraging recent work on metagradient optimization and demonstrates that in certain instances, using such optimized canaries can improve empirical lower bounds for differentially private image classification models by seve...

Matteo Boglioni, Terrance Liu, Andrew Ilyas et al. · 7 citations · ⚡1

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