Image Classification on CIFAR-100 (Accuracy, Generation Budget)
59.12AccuracyFull-Balance (DDPM)
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| Full-Balance (DDPM)K=20, Participation percentage=50%, alpha=0.1, Evaluation protocol=last-20-round mean2026.07 | 59.12 | 612,492 | |
| Full-Balance (DDPM)K=100, Participation percentage=10%, alpha=0.1, Evaluation protocol=last-20-round mean2026.07 | 57.47 | 826,762 | |
| FedEASK=100, Participation percentage=10%, alpha=0.1, Evaluation protocol=last-20-round mean, beta=122026.07 | 52.04 | 74,005 | |
| Missing-only (DDPM)K=100, Participation percentage=10%, alpha=0.1, Evaluation protocol=last-20-round mean2026.07 | 51.71 | — | |
| Missing-only (DDPM)K=20, Participation percentage=50%, alpha=0.1, Evaluation protocol=last-20-round mean2026.07 | 51.69 | — | |
| FedEASK=20, Participation percentage=50%, alpha=0.1, Evaluation protocol=last-20-round mean, beta=122026.07 | 51.13 | 29,639 | |
| Uniform (DDPM)K=20, Participation percentage=50%, alpha=0.1, Evaluation protocol=last-20-round mean2026.07 | 45.97 | — | |
| SCAFFOLDK=20, Participation percentage=50%, alpha=0.1, Evaluation protocol=last-20-round mean2026.07 | 45.92 | — | |
| Uniform (DDPM)K=100, Participation percentage=10%, alpha=0.1, Evaluation protocol=last-20-round mean2026.07 | 43.72 | — | |
| SCAFFOLDK=100, Participation percentage=10%, alpha=0.1, Evaluation protocol=last-20-round mean2026.07 | 43.48 | — | |
| FedAvgK=20, Participation percentage=50%, alpha=0.1, Evaluation protocol=last-20-round mean2026.07 | 42.83 | — | |
| FedProxK=20, Participation percentage=50%, alpha=0.1, Evaluation protocol=last-20-round mean2026.07 | 42.46 | — | |
| MOONK=20, Participation percentage=50%, alpha=0.1, Evaluation protocol=last-20-round mean2026.07 | 41.79 | — | |
| FedAvgK=100, Participation percentage=10%, alpha=0.1, Evaluation protocol=last-20-round mean2026.07 | 41.11 | — | |
| FedProxK=100, Participation percentage=10%, alpha=0.1, Evaluation protocol=last-20-round mean2026.07 | 41.04 | — | |
| FedMixK=20, Participation percentage=50%, alpha=0.1, Evaluation protocol=last-20-round mean2026.07 | 40.95 | — | |
| FedMixK=100, Participation percentage=10%, alpha=0.1, Evaluation protocol=last-20-round mean2026.07 | 40.28 | — | |
| MOONK=100, Participation percentage=10%, alpha=0.1, Evaluation protocol=last-20-round mean2026.07 | 38.83 | — | |
| FedGenK=100, Participation percentage=10%, alpha=0.1, Evaluation protocol=last-20-round mean2026.07 | 38.38 | — | |
| FedGenK=20, Participation percentage=50%, alpha=0.1, Evaluation protocol=last-20-round mean2026.07 | 37.87 | — |