Link Prediction on DY (AUC)
79.82AUCFedMGS
Evaluation results
| Method | Links | |
|---|---|---|
| FedMGSMissingness rate (rho)=0.5, Number of Clients=102026.06 | 79.82 | |
| FedGTAMissingness rate (rho)=0.5, Number of Clients=102026.06 | 78.72 | |
| FedMVPMissingness rate (rho)=0.5, Number of Clients=102026.06 | 78.69 | |
| FedAvgMissingness rate (rho)=0.5, Number of Clients=102026.06 | 78.34 | |
| FedMACMissingness rate (rho)=0.5, Number of Clients=102026.06 | 77.7 | |
| PEPSYMissingness rate (rho)=0.5, Number of Clients=102026.06 | 77.32 | |
| FedLapMissingness rate (rho)=0.5, Number of Clients=102026.06 | 76.57 | |
| MH-pFLIDMissingness rate (rho)=0.5, Number of Clients=102026.06 | 76.56 | |
| FedProtoMissingness rate (rho)=0.5, Number of Clients=102026.06 | 75.79 | |
| FedLABDescription=Ours2026.06 | 74.71 | |
| Fed-MGNetDescription=MM2026.06 | 67.18 | |
| FedAvgDescription=FL2026.06 | 65.15 | |
| FedMVPDescription=MM2026.06 | 64.75 | |
| FedMACDescription=FL2026.06 | 64.51 | |
| Fed-GraphCLIPDescription=GFM2026.06 | 64.1 | |
| Fed-MHGATDescription=GNN2026.06 | 63.8 | |
| Fed-GFTDescription=GFM2026.06 | 63.68 | |
| FedGFM+Description=FGL2026.06 | 63.54 | |
| FedBookDescription=GFM2026.06 | 62.96 |