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Calibration metrics ECE and MCE by non-DP (no clipping) and DP optimizers.
| ECE % | MCE % | |||||
|---|---|---|---|---|---|---|
| non-DP | DP (small R) | DP (large R) | non-DP | DP (small R) | DP (large R) | |
| CIFAR10 | 1.3 | 0.9 | 1.1 | 54.8 | 58.6 | 27.5 |
| MNIST | 0.4 | 2.3 | 0.7 | 49.3 | 56.2 | 33.4 |
| SNLI | 13.0 | 22.0 | 17.6* | 34.7 | 62.5 | 28.9* |
Note that the SNLI experiment uses the mix-up training as described in Section 5.5
