Image Classification on CIFAR-10 (Epsilon-based Accuracy)
90.12Accuracy (ε=0.5)No randomization
Evaluation results
| Method | Links | ||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| No randomizationm=64, Activation Function=GELU, Architecture=Non-Linear MLP Classifier2026.05 | 90.12 | 90.12 | 90.12 | 90.12 | 90.12 | 90.12 | 90.12 | 90.12 | 90.12 | 90.12 | 90.12 | 90.12 | |
| PrivUnitG + PAm=64, Activation Function=GELU, Architecture=Non-Linear MLP Classifier2026.05 | 11.81 | 13.84 | 16.12 | 18.54 | 21.22 | 23.99 | 26.82 | 29.68 | 32.55 | 35.23 | 47.3 | 55.91 | |
| PrivUnit2 + PAm=64, Activation Function=GELU, Architecture=Non-Linear MLP Classifier2026.05 | 11.72 | 13.75 | 16.06 | 18.52 | 21.15 | 24 | 26.92 | 29.85 | 32.76 | 35.65 | 48.34 | 57.66 | |
| Laplace + PAm=64, Activation Function=GELU, Architecture=Non-Linear MLP Classifier2026.05 | 10.64 | 11.14 | 11.66 | 12.21 | 12.75 | 13.36 | 14 | 14.64 | 15.32 | 15.98 | 19.68 | 23.8 | |
| PrivUnit2m=64, Activation Function=GELU, Architecture=Non-Linear MLP Classifier2026.05 | 10.55 | 10.94 | 11.44 | 11.91 | 12.37 | 12.86 | 13.36 | 13.84 | 14.36 | 14.92 | 17.23 | 19.87 | |
| CW + PA w/o boundingm=64, Activation Function=GELU, Architecture=Non-Linear MLP Classifier2026.05 | 10.45 | 10.76 | 11.09 | 11.42 | 11.76 | 12.11 | 12.48 | 12.83 | 13.21 | 13.57 | 15.67 | 18.01 | |
| PrivUnitGm=64, Activation Function=GELU, Architecture=Non-Linear MLP Classifier2026.05 | 10.44 | 10.87 | 11.33 | 11.81 | 12.29 | 12.78 | 13.25 | 13.76 | 14.24 | 14.71 | 17.09 | 19 | |
| Laplace + PRm=64, Activation Function=GELU, Architecture=Non-Linear MLP Classifier2026.05 | 10.17 | 10.19 | 10.22 | 10.24 | 10.27 | 10.3 | 10.32 | 10.35 | 10.37 | 10.39 | 10.52 | 10.64 | |
| Laplace (ℓ1)m=64, Activation Function=GELU, Architecture=Non-Linear MLP Classifier2026.05 | 10.15 | 10.21 | 10.27 | 10.33 | 10.39 | 10.44 | 10.5 | 10.55 | 10.61 | 10.68 | 11 | 11.34 | |
| Laplace (ℓ∞)m=64, Activation Function=GELU, Architecture=Non-Linear MLP Classifier2026.05 | 10.11 | 10.12 | 10.14 | 10.15 | 10.16 | 10.17 | 10.19 | 10.2 | 10.21 | 10.23 | 10.3 | 10.36 |