Modality Match on KU
85.92AUCFedMGS
Evaluation results
| Method | Links | |
|---|---|---|
| FedMGSMissingness rate (rho)=0.5, Number of Clients=102026.06 | 85.92 | |
| FedMGSMissingness rate (rho)=0.5, Number of Clients=52026.06 | 83.19 | |
| PEPSYMissingness rate (rho)=0.5, Number of Clients=102026.06 | 82.63 | |
| FedLapMissingness rate (rho)=0.5, Number of Clients=102026.06 | 82.49 | |
| MH-pFLIDMissingness rate (rho)=0.5, Number of Clients=102026.06 | 81.43 | |
| FedMACMissingness rate (rho)=0.5, Number of Clients=102026.06 | 81.15 | |
| FedGTAMissingness rate (rho)=0.5, Number of Clients=102026.06 | 80.88 | |
| FedAvgMissingness rate (rho)=0.5, Number of Clients=102026.06 | 80.56 | |
| FedMVPMissingness rate (rho)=0.5, Number of Clients=102026.06 | 79.98 | |
| PEPSYMissingness rate (rho)=0.5, Number of Clients=52026.06 | 79.84 | |
| FedMACMissingness rate (rho)=0.5, Number of Clients=52026.06 | 79.53 | |
| FedGTAMissingness rate (rho)=0.5, Number of Clients=52026.06 | 78.54 | |
| FedProtoMissingness rate (rho)=0.5, Number of Clients=102026.06 | 77.85 | |
| MH-pFLIDMissingness rate (rho)=0.5, Number of Clients=52026.06 | 76.87 | |
| FedMVPMissingness rate (rho)=0.5, Number of Clients=52026.06 | 75.74 | |
| FedLapMissingness rate (rho)=0.5, Number of Clients=52026.06 | 75.22 | |
| FedAvgMissingness rate (rho)=0.5, Number of Clients=52026.06 | 73.31 | |
| FedProtoMissingness rate (rho)=0.5, Number of Clients=52026.06 | 72.74 | |
| FedLABDescription=Ours2026.06 | 63.5 | |
| FedMVPDescription=MM2026.06 | 58.02 | |
| FedBookDescription=GFM2026.06 | 57.63 | |
| Fed-MGNetDescription=MM2026.06 | 57.61 | |
| FedGFM+Description=FGL2026.06 | 57.31 | |
| FedMACDescription=FL2026.06 | 56.74 | |
| Fed-MHGATDescription=GNN2026.06 | 55.9 | |
| Fed-GFTDescription=GFM2026.06 | 55.8 | |
| Fed-GraphCLIPDescription=GFM2026.06 | 55.63 | |
| FedAvgDescription=FL2026.06 | 54.66 |