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Can Rényi Accountants Beat Lossless Accountants for DP-SGD?

Bok, Jinho
arXiv (All) · Papers
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cryptography-and-securitydata-structures-and-algorithmsinformation-theorymachine-learning
Recent frameworks in differential privacy (DP), such as privacy loss distributions and $f$-DP, provide lossless representations of the privacy leakage of mechanisms. These approaches are often considered to yield tighter $(\varepsilon, δ)$-DP guarantees than those obtained from relaxed notions such
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