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. 2021 Oct 26;2021:4244040. doi: 10.1155/2021/4244040

Table 1.

Comparison of privacy accounting methods.

Mechanism Privacy accounting approaches q σ δ Epoch ε
Baseline Strong composition 0.01 6 10−5 400 34.3
DP-SGD Moment Account (MA) 1.67
The improvement of DP-SGD zCDP (random sampling, RS) 2.37
zCDP (random reshuffling, RF) 21.5