Multi-label Classification on FLAIR
51mAPFEDHARMONY
Evaluation results
| Method | Links | ||||||||
|---|---|---|---|---|---|---|---|---|---|
| FEDHARMONYData distribution setting=non-IID2026.04 | 51 | 84 | 49.3 | 43.6 | 46.3 | 79 | 71.5 | 75.1 | |
| FedProxData distribution setting=non-IID2026.04 | 39.6 | 75.7 | 40.2 | 30 | 34.3 | 75.7 | 58.2 | 65.8 | |
| FedLGTData distribution setting=non-IID2026.04 | 36.9 | 72.8 | 39.2 | 25 | 30.5 | 75.5 | 51.4 | 61.1 | |
| FedRDNData distribution setting=non-IID2026.04 | 35.5 | 71.4 | 35 | 26.3 | 30 | 72.3 | 54.1 | 61.9 | |
| FedAvgData distribution setting=non-IID2026.04 | 35.4 | 70.6 | 34.1 | 27.9 | 30.7 | 70.2 | 56 | 62.3 | |
| FedCurvData distribution setting=non-IID2026.04 | 35.4 | 71.6 | 34.9 | 25.5 | 29.5 | 72.7 | 53.2 | 61.4 | |
| SphereFedData distribution setting=non-IID2026.04 | 35.2 | 71.9 | 35.1 | 22.5 | 27.5 | 77.2 | 48.3 | 59.4 | |
| FedNovaData distribution setting=non-IID2026.04 | 30.3 | 55.6 | 12.3 | 11 | 11.6 | 56.5 | 35.9 | 43.9 |