Classification on Adult (ACC, ΔEO, ΔDP, MD)
86.1AccuracyARL
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| ARL2026.04 | 86.1 | 3.4 | 14.1 | 14.1 | |
| Vanilla2026.04 | 85.6 | 4.6 | 8.9 | 8.9 | |
| FednovaPartition=1-Label, Training Strategy=mini-batch training2025.02 | 85.15 | — | — | — | |
| FairRFsource=our replication2026.04 | 84.6 | 4.1 | 7.5 | 7.5 | |
| ConstrainS2026.04 | 84.5 | 4 | 5.8 | 5.8 | |
| fairness-aware GLMsλ=0.32026.04 | 83.7 | 2.5 | 5.8 | 5.8 | |
| FairRFsource=Zhao et al., 2022a2026.04 | 83.2 | 2.5 | 6.6 | 6.6 | |
| SISAPartition=1-Label, Training Strategy=one local update2025.02 | 82.21 | — | — | — | |
| RemoveR2026.04 | 80.1 | 12.4 | 7.1 | 7.1 | |
| ScaffoldPartition=1-Label, Training Strategy=mini-batch training2025.02 | 80 | — | — | — | |
| FedproxPartition=1-Label, Training Strategy=mini-batch training2025.02 | 78.3 | — | — | — | |
| FedavgPartition=1-Label, Training Strategy=mini-batch training2025.02 | 76.38 | — | — | — | |
| KSMOTE2026.04 | 56 | 14.1 | 12 | 12 |