ECG Classification on Global All Clients
72.7Micro-F1FedDualAtt
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| FedDualAttHead Ratio (Hg:Hl)=8Hg:0Hl2026.07 | 72.7 | 54.8 | |
| Scaffold2026.07 | 70.1 | 52.1 | |
| FedProx2026.07 | 68.8 | 52.3 | |
| Ditto2026.07 | 68.1 | 48.7 | |
| FedAvg2026.07 | 67.9 | 50.8 | |
| FedALA2026.07 | 67.8 | 50.8 | |
| FedDualAttHead Ratio (Hg:Hl)=1Hg:7Hl2026.07 | 66.8 | 51.1 | |
| FedDualAttHead Ratio (Hg:Hl)=4Hg:4Hl2026.07 | 65.6 | 50.3 | |
| FedDualAttHead Ratio (Hg:Hl)=3Hg:5Hl2026.07 | 65.1 | 51 | |
| FedDualAttHead Ratio (Hg:Hl)=7Hg:1Hl2026.07 | 63.4 | 46 | |
| FedDualAttHead Ratio (Hg:Hl)=2Hg:6Hl2026.07 | 63.4 | 49.9 | |
| FedDualAttHead Ratio (Hg:Hl)=5Hg:3Hl2026.07 | 61.9 | 48.4 | |
| FedDualAttHead Ratio (Hg:Hl)=6Hg:2Hl2026.07 | 57.5 | 43.8 | |
| FedDualAttHead Ratio (Hg:Hl)=0Hg:8Hl2026.07 | 50.8 | 44.5 |