Convergence Speed on FMNIST Extreme non-i.i.d.
2.44Global Cycles to 30% AccSSD-FL
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| SSD-FLtau_r (Inter-cluster period)=5, Heterogeneous ML optimizers=true2026.06 | 2.44 | 4.35 | 7.42 | 13.52 | |
| pDFLtau_r (Inter-cluster period)=5, Heterogeneous ML optimizers=true2026.06 | 2.44 | 4.35 | 7.78 | 15.36 | |
| sDFLtau_r (Inter-cluster period)=5, Heterogeneous ML optimizers=true2026.06 | 2.45 | 4.34 | 7.9 | 15.22 | |
| SSD-FLtau_r (Inter-cluster period)=3, Heterogeneous ML optimizers=true2026.06 | 2.63 | 4.93 | 8.98 | 17.75 | |
| STCtau_r (Inter-cluster period)=5, Heterogeneous ML optimizers=true2026.06 | 2.67 | 5.55 | 13.78 | — | |
| pDFLtau_r (Inter-cluster period)=3, Heterogeneous ML optimizers=true2026.06 | 2.73 | 5.32 | 11.01 | — | |
| sDFLtau_r (Inter-cluster period)=3, Heterogeneous ML optimizers=true2026.06 | 2.77 | 5.55 | 11.08 | — | |
| cSTCtau_r (Inter-cluster period)=5, Heterogeneous ML optimizers=true2026.06 | 2.8 | 5.51 | 10.36 | 17.55 | |
| cSTCtau_r (Inter-cluster period)=3, Heterogeneous ML optimizers=true2026.06 | 2.92 | 5.84 | 12.15 | 19.12 | |
| STCtau_r (Inter-cluster period)=3, Heterogeneous ML optimizers=true2026.06 | 2.94 | 5.78 | 13.86 | — |