ECG Classification on PTB-XL (Micro-F1, mAP)
75.2Micro-F1FedDualAtt
Evaluation results
| Method | Links | ||
|---|---|---|---|
| FedDualAttHead Ratio (Hg:Hl)=0Hg:8Hl2026.07 | 75.2 | 61.1 | |
| Ditto2026.07 | 74.8 | 58.3 | |
| FedDualAttHead Ratio (Hg:Hl)=5Hg:3Hl2026.07 | 74 | 61.3 | |
| FedDualAttHead Ratio (Hg:Hl)=3Hg:5Hl2026.07 | 73.1 | 60.5 | |
| FedDualAttHead Ratio (Hg:Hl)=4Hg:4Hl2026.07 | 72.6 | 59.3 | |
| FedDualAttHead Ratio (Hg:Hl)=7Hg:1Hl2026.07 | 72.3 | 59.6 | |
| FedDualAttHead Ratio (Hg:Hl)=1Hg:7Hl2026.07 | 72.2 | 60.2 | |
| FedALA2026.07 | 71.7 | 57.1 | |
| FedDualAttHead Ratio (Hg:Hl)=2Hg:6Hl2026.07 | 70.3 | 57.4 | |
| FedDualAttHead Ratio (Hg:Hl)=6Hg:2Hl2026.07 | 70.1 | 57.7 | |
| Scaffold2026.07 | 56.9 | 55.9 | |
| FedDualAttHead Ratio (Hg:Hl)=8Hg:0Hl2026.07 | 56.7 | 56.5 | |
| FedProx2026.07 | 55.6 | 56.4 | |
| FedAvg2026.07 | 50.3 | 54.4 |