Image Classification on MNIST (test) (Accuracy with Epsilon Constraints)
99.21Accuracy (ε=10)Teacher
Evaluation results
| Method | Links | ||
|---|---|---|---|
| TeacherInvolved data=Private2026.01 | 99.21 | 99.21 | |
| DPSDInvolved data=Synthetic2026.01 | 97.85 | 96.03 | |
| DPDFDInvolved data=Synthetic2026.01 | 97.51 | 95.12 | |
| DGDInvolved data=Private & Synthetic2026.01 | 97.4 | 88.2 | |
| PSGInvolved data=Private & Synthetic2026.01 | 95.6 | 80.9 | |
| DPGENInvolved data=Private & Synthetic2026.01 | 93.57 | 90.46 | |
| DPSHInvolved data=Private & Synthetic2026.01 | 83.2 | — | |
| G-PATEInvolved data=Private & Synthetic2026.01 | 80.92 | 58.1 | |
| GS-WGANInvolved data=Private & Synthetic2026.01 | 80.75 | 14.32 | |
| DataLensInvolved data=Private & Synthetic2026.01 | 80.66 | 71.23 | |
| DP-GANInvolved data=Private & Synthetic2026.01 | 80.11 | 40.36 | |
| P3GMInvolved data=Private & Synthetic2026.01 | 79.81 | 73.69 | |
| DP-MERFInvolved data=Private & Synthetic2026.01 | 67.38 | 63.67 | |
| PATE-GANInvolved data=Private & Synthetic2026.01 | 66.67 | 41.68 |