Table 3:
Results for NoisyAdam on the IMDB dataset, with δ = 10−5 used in the privacy analyses.
Models | Epochs | Test accuracy (%) | CLT μ | CLT ε | MA ε |
---|---|---|---|---|---|
private networks | 9 | 83.8 | 2.07 | 10.43 | 15.24 |
non-private networks | 20 | 84.7 | — | — | — |
LSTM-RNN [30] | 10 | 85.4 | — | — | — |