Image Classification on CIFAR-10 (Accuracy and Generation Budget)
79.91AccuracyFull-Balance (DDPM)
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| Full-Balance (DDPM)K=20, Participation percentage=50%, alpha=0.1, Evaluation protocol=last-20-round mean2026.07 | 79.91 | 226,783 | |
| Full-Balance (DDPM)K=100, Participation percentage=10%, alpha=0.1, Evaluation protocol=last-20-round mean2026.07 | 79.33 | 246,394 | |
| SCAFFOLDK=20, Participation percentage=50%, alpha=0.3, Evaluation protocol=last-20-round mean2026.07 | 75.28 | — | |
| Missing-only (DDPM)K=20, Participation percentage=50%, alpha=0.3, Evaluation protocol=last-20-round mean2026.07 | 73.5 | — | |
| FedEASK=20, Participation percentage=50%, alpha=0.3, Evaluation protocol=last-20-round mean, beta=122026.07 | 73.08 | 5,675 | |
| FedEASK=100, Participation percentage=10%, alpha=0.3, Evaluation protocol=last-20-round mean, beta=122026.07 | 72.83 | 15,666 | |
| FedEASK=100, Participation percentage=10%, alpha=0.1, Evaluation protocol=last-20-round mean, beta=122026.07 | 72.55 | 33,650 | |
| Missing-only (DDPM)K=100, Participation percentage=10%, alpha=0.3, Evaluation protocol=last-20-round mean2026.07 | 71.87 | — | |
| FedEASK=20, Participation percentage=50%, alpha=0.1, Evaluation protocol=last-20-round mean, beta=122026.07 | 71.65 | 13,437 | |
| Uniform (DDPM)K=20, Participation percentage=50%, alpha=0.3, Evaluation protocol=last-20-round mean2026.07 | 71.27 | — | |
| FedEASK=100, Participation percentage=10%, alpha=0.05, Evaluation protocol=last-20-round mean, beta=122026.07 | 70.41 | 36,697 | |
| Missing-only (DDPM)K=100, Participation percentage=10%, alpha=0.1, Evaluation protocol=last-20-round mean2026.07 | 70.18 | — | |
| Missing-only (DDPM)K=20, Participation percentage=50%, alpha=0.1, Evaluation protocol=last-20-round mean2026.07 | 70.16 | — | |
| MOONK=20, Participation percentage=50%, alpha=0.3, Evaluation protocol=last-20-round mean2026.07 | 69.24 | — | |
| FedEASK=20, Participation percentage=50%, alpha=0.05, Evaluation protocol=last-20-round mean, beta=122026.07 | 68.25 | 18,080 | |
| FedGenK=20, Participation percentage=50%, alpha=0.3, Evaluation protocol=last-20-round mean2026.07 | 67.84 | — | |
| FedMixK=20, Participation percentage=50%, alpha=0.3, Evaluation protocol=last-20-round mean2026.07 | 67.59 | — | |
| Uniform (DDPM)K=100, Participation percentage=10%, alpha=0.3, Evaluation protocol=last-20-round mean2026.07 | 67.56 | — | |
| FedProxK=20, Participation percentage=50%, alpha=0.3, Evaluation protocol=last-20-round mean2026.07 | 67.53 | — | |
| FedAvgK=20, Participation percentage=50%, alpha=0.3, Evaluation protocol=last-20-round mean2026.07 | 67.47 | — | |
| SCAFFOLDK=100, Participation percentage=10%, alpha=0.3, Evaluation protocol=last-20-round mean2026.07 | 67.32 | — | |
| Missing-only (DDPM)K=20, Participation percentage=50%, alpha=0.05, Evaluation protocol=last-20-round mean2026.07 | 66.58 | — | |
| Missing-only (DDPM)K=100, Participation percentage=10%, alpha=0.05, Evaluation protocol=last-20-round mean2026.07 | 65.37 | — | |
| FedAvgK=100, Participation percentage=10%, alpha=0.3, Evaluation protocol=last-20-round mean2026.07 | 65.11 | — | |
| FedGenK=100, Participation percentage=10%, alpha=0.3, Evaluation protocol=last-20-round mean2026.07 | 65 | — | |
| FedProxK=100, Participation percentage=10%, alpha=0.3, Evaluation protocol=last-20-round mean2026.07 | 64.65 | — | |
| Uniform (DDPM)K=20, Participation percentage=50%, alpha=0.1, Evaluation protocol=last-20-round mean2026.07 | 64.43 | — | |
| SCAFFOLDK=20, Participation percentage=50%, alpha=0.1, Evaluation protocol=last-20-round mean2026.07 | 60.16 | — | |
| MOONK=100, Participation percentage=10%, alpha=0.3, Evaluation protocol=last-20-round mean2026.07 | 60.09 | — | |
| Uniform (DDPM)K=100, Participation percentage=10%, alpha=0.1, Evaluation protocol=last-20-round mean2026.07 | 58.81 | — | |
| MOONK=20, Participation percentage=50%, alpha=0.1, Evaluation protocol=last-20-round mean2026.07 | 58.05 | — | |
| FedProxK=20, Participation percentage=50%, alpha=0.1, Evaluation protocol=last-20-round mean2026.07 | 56.4 | — | |
| FedAvgK=20, Participation percentage=50%, alpha=0.1, Evaluation protocol=last-20-round mean2026.07 | 55.52 | — | |
| Uniform (DDPM)K=20, Participation percentage=50%, alpha=0.05, Evaluation protocol=last-20-round mean2026.07 | 54.97 | — | |
| FedMixK=20, Participation percentage=50%, alpha=0.1, Evaluation protocol=last-20-round mean2026.07 | 52.42 | — | |
| FedGenK=20, Participation percentage=50%, alpha=0.1, Evaluation protocol=last-20-round mean2026.07 | 52.07 | — | |
| Uniform (DDPM)K=100, Participation percentage=10%, alpha=0.05, Evaluation protocol=last-20-round mean2026.07 | 51.59 | — | |
| SCAFFOLDK=100, Participation percentage=10%, alpha=0.1, Evaluation protocol=last-20-round mean2026.07 | 51.04 | — | |
| FedProxK=100, Participation percentage=10%, alpha=0.1, Evaluation protocol=last-20-round mean2026.07 | 50.63 | — | |
| FedAvgK=100, Participation percentage=10%, alpha=0.1, Evaluation protocol=last-20-round mean2026.07 | 50.18 | — | |
| FedMixK=100, Participation percentage=10%, alpha=0.1, Evaluation protocol=last-20-round mean2026.07 | 50.16 | — | |
| FedMixK=100, Participation percentage=10%, alpha=0.3, Evaluation protocol=last-20-round mean2026.07 | 48 | — | |
| FedGenK=100, Participation percentage=10%, alpha=0.1, Evaluation protocol=last-20-round mean2026.07 | 47.49 | — | |
| FedProxK=100, Participation percentage=10%, alpha=0.05, Evaluation protocol=last-20-round mean2026.07 | 43.44 | — | |
| FedAvgK=100, Participation percentage=10%, alpha=0.05, Evaluation protocol=last-20-round mean2026.07 | 43.41 | — | |
| MOONK=100, Participation percentage=10%, alpha=0.1, Evaluation protocol=last-20-round mean2026.07 | 43.08 | — | |
| FedAvgK=20, Participation percentage=50%, alpha=0.05, Evaluation protocol=last-20-round mean2026.07 | 39.16 | — | |
| FedProxK=20, Participation percentage=50%, alpha=0.05, Evaluation protocol=last-20-round mean2026.07 | 39.16 | — | |
| FedGenK=100, Participation percentage=10%, alpha=0.05, Evaluation protocol=last-20-round mean2026.07 | 39.06 | — | |
| SCAFFOLDK=20, Participation percentage=50%, alpha=0.05, Evaluation protocol=last-20-round mean2026.07 | 38.39 | — | |
| MOONK=20, Participation percentage=50%, alpha=0.05, Evaluation protocol=last-20-round mean2026.07 | 37.08 | — | |
| MOONK=100, Participation percentage=10%, alpha=0.05, Evaluation protocol=last-20-round mean2026.07 | 36.75 | — | |
| FedMixK=100, Participation percentage=10%, alpha=0.05, Evaluation protocol=last-20-round mean2026.07 | 36.05 | — | |
| FedMixK=20, Participation percentage=50%, alpha=0.05, Evaluation protocol=last-20-round mean2026.07 | 35.81 | — | |
| FedGenK=20, Participation percentage=50%, alpha=0.05, Evaluation protocol=last-20-round mean2026.07 | 32.53 | — | |
| SCAFFOLDK=100, Participation percentage=10%, alpha=0.05, Evaluation protocol=last-20-round mean2026.07 | 30.16 | — |