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Pillutla et al., 2024 - Google Patents

Unleashing the power of randomization in auditing differentially private ml

Pillutla et al., 2024

View PDF
Document ID
9321169627406177015
Author
Pillutla K
Andrew G
Kairouz P
McMahan H
Oprea A
Oh S
Publication year
Publication venue
Advances in Neural Information Processing Systems

External Links

Snippet

We present a rigorous methodology for auditing differentially private machine learning by adding multiple carefully designed examples called canaries. We take a first principles approach based on three key components. First, we introduce Lifted Differential Privacy …
Continue reading at proceedings.neurips.cc (PDF) (other versions)

Classifications

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