Image Classification on MNIST 0.5 (test)
96.28AccuracyDPR-PPFL
Evaluation results
| Method | Links | |
|---|---|---|
| DPR-PPFLepsilon=20%, Attack Type=MPAF2026.03 | 96.28 | |
| DM-RegretNetNumber of seeds=5, K (last rounds)=5, Data Heterogeneity (alpha)=0.52026.03 | 92.9 | |
| RegretNetNumber of seeds=5, K (last rounds)=5, Data Heterogeneity (alpha)=0.52026.03 | 92.8 | |
| DPR-PPFLepsilon=10%, Attack Type=MPAF2026.03 | 92.71 | |
| PACNumber of seeds=5, K (last rounds)=5, Data Heterogeneity (alpha)=0.52026.03 | 92.6 | |
| VCGNumber of seeds=5, K (last rounds)=5, Data Heterogeneity (alpha)=0.52026.03 | 92.6 | |
| No-DP FL (upper bound)Number of seeds=5, K (last rounds)=5, Data Heterogeneity (alpha)=0.52026.03 | 92.6 | |
| GAN-Filterepsilon=10%, Attack Type=IPM2026.03 | 92.42 | |
| FedFGepsilon=10%, Attack Type=SF2026.03 | 92.42 | |
| FedFGepsilon=10%, Attack Type=IPM2026.03 | 92.4 | |
| MFG-RegretNetNumber of seeds=5, K (last rounds)=5, Data Heterogeneity (alpha)=0.52026.03 | 92.4 | |
| FedFGepsilon=10%, Attack Type=MPAF2026.03 | 92.38 | |
| DPR-PPFLepsilon=10%, Attack Type=SF2026.03 | 92.11 | |
| GAN-Filterepsilon=20%, Attack Type=IPM2026.03 | 91.9 | |
| MFG-PricingNumber of seeds=5, K (last rounds)=5, Data Heterogeneity (alpha)=0.52026.03 | 91.9 | |
| TrimmedMeanepsilon=10%, Attack Type=MPAF2026.03 | 91.82 | |
| GAN-Filterepsilon=20%, Attack Type=SF2026.03 | 91.75 | |
| GAN-Filterepsilon=10%, Attack Type=SF2026.03 | 91.69 | |
| FoolsGoldepsilon=10%, Attack Type=SF2026.03 | 91.51 | |
| TrimmedMeanepsilon=10%, Attack Type=IPM2026.03 | 90.98 | |
| Medianepsilon=10%, Attack Type=SF2026.03 | 90.89 | |
| FedFGepsilon=20%, Attack Type=MPAF2026.03 | 90.65 | |
| FedFGepsilon=20%, Attack Type=IPM2026.03 | 90.45 | |
| FedFGepsilon=20%, Attack Type=SF2026.03 | 90.23 | |
| CSRANumber of seeds=5, K (last rounds)=5, Data Heterogeneity (alpha)=0.52026.03 | 90.1 | |
| FoolsGoldepsilon=20%, Attack Type=MPAF2026.03 | 89.93 | |
| FedFGepsilon=30%, Attack Type=IPM2026.03 | 89.91 | |
| FedFGepsilon=30%, Attack Type=SF2026.03 | 89.83 | |
| FedFGepsilon=30%, Attack Type=MPAF2026.03 | 89.71 | |
| FoolsGoldepsilon=20%, Attack Type=SF2026.03 | 89.23 | |
| Medianepsilon=20%, Attack Type=IPM2026.03 | 87.58 | |
| TrimmedMeanepsilon=20%, Attack Type=MPAF2026.03 | 87.03 | |
| FoolsGoldepsilon=30%, Attack Type=SF2026.03 | 87 | |
| GAN-Filterepsilon=30%, Attack Type=SF2026.03 | 86.34 | |
| FoolsGoldepsilon=30%, Attack Type=MPAF2026.03 | 86 | |
| Medianepsilon=30%, Attack Type=MPAF2026.03 | 85.2 | |
| TrimmedMeanepsilon=30%, Attack Type=MPAF2026.03 | 84.97 | |
| TrimmedMeanepsilon=10%, Attack Type=SF2026.03 | 84.47 | |
| Medianepsilon=30%, Attack Type=IPM2026.03 | 83.89 | |
| FoolsGoldepsilon=30%, Attack Type=IPM2026.03 | 83.66 | |
| GAN-Filterepsilon=30%, Attack Type=IPM2026.03 | 83.54 | |
| TrimmedMeanepsilon=30%, Attack Type=IPM2026.03 | 83.43 | |
| TrimmedMeanepsilon=20%, Attack Type=IPM2026.03 | 82.58 | |
| FoolsGoldepsilon=20%, Attack Type=IPM2026.03 | 81.28 | |
| DPR-PPFLepsilon=20%, Attack Type=IPM2026.03 | 80.3 | |
| FoolsGoldepsilon=10%, Attack Type=MPAF2026.03 | 73.8 | |
| Medianepsilon=20%, Attack Type=SF2026.03 | 60.08 | |
| TrimmedMeanepsilon=20%, Attack Type=SF2026.03 | 56.83 | |
| Geometricepsilon=20%, Attack Type=SF2026.03 | 45.4 | |
| DPR-PPFLepsilon=10%, Attack Type=IPM2026.03 | 39.07 | |
| Medianepsilon=30%, Attack Type=SF2026.03 | 38.31 | |
| FedAvgepsilon=10%, Attack Type=IPM2026.03 | 34.69 | |
| TrimmedMeanepsilon=30%, Attack Type=SF2026.03 | 28.86 | |
| FoolsGoldepsilon=10%, Attack Type=IPM2026.03 | 20.4 | |
| Geometricepsilon=30%, Attack Type=SF2026.03 | 11.97 | |
| Geometricepsilon=30%, Attack Type=IPM2026.03 | 10.66 | |
| Geometricepsilon=30%, Attack Type=MPAF2026.03 | 10.66 | |
| FedAvgepsilon=20%, Attack Type=IPM2026.03 | 10.63 | |
| Medianepsilon=20%, Attack Type=MPAF2026.03 | 10.63 | |
| Geometricepsilon=20%, Attack Type=IPM2026.03 | 10.63 | |
| Geometricepsilon=20%, Attack Type=MPAF2026.03 | 10.63 | |
| Medianepsilon=10%, Attack Type=MPAF2026.03 | 10.51 | |
| Geometricepsilon=10%, Attack Type=SF2026.03 | 10.51 | |
| FedAvgepsilon=30%, Attack Type=MPAF2026.03 | 10.49 | |
| FedAvgepsilon=10%, Attack Type=MPAF2026.03 | 10.22 | |
| GAN-Filterepsilon=10%, Attack Type=MPAF2026.03 | 10.22 | |
| FedAvgepsilon=20%, Attack Type=MPAF2026.03 | 10.2 | |
| GAN-Filterepsilon=20%, Attack Type=MPAF2026.03 | 10.2 | |
| Medianepsilon=10%, Attack Type=IPM2026.03 | 10.02 | |
| DPR-PPFLepsilon=20%, Attack Type=SF2026.03 | 9.35 | |
| DPR-PPFLepsilon=30%, Attack Type=SF2026.03 | 9.34 | |
| DPR-PPFLepsilon=30%, Attack Type=MPAF2026.03 | 9.34 | |
| FedAvgepsilon=10%, Attack Type=SF2026.03 | 9.22 | |
| FedAvgepsilon=20%, Attack Type=SF2026.03 | 9.2 | |
| Geometricepsilon=10%, Attack Type=IPM2026.03 | 9.2 | |
| Geometricepsilon=10%, Attack Type=MPAF2026.03 | 9.2 | |
| FedAvgepsilon=30%, Attack Type=SF2026.03 | 9 | |
| FedAvgepsilon=30%, Attack Type=IPM2026.03 | 9 | |
| DPR-PPFLepsilon=30%, Attack Type=IPM2026.03 | 9 | |
| GAN-Filterepsilon=30%, Attack Type=MPAF2026.03 | 7.4 |