Link Prediction on DY (AUC, AP)
88.12AUCFedMPO
Evaluation results
| Method | Links | ||
|---|---|---|---|
| FedMPO2026.05 | 88.12 | 89.56 | |
| FedSPA2026.05 | 87.43 | 88.24 | |
| FedLAP2026.05 | 86.17 | 87.73 | |
| S2FGL2026.05 | 85.86 | 87.18 | |
| FedPub2026.05 | 85.38 | 86.76 | |
| FedMAC2026.05 | 84.48 | 85.58 | |
| FedMVP2026.05 | 83.74 | 84.47 | |
| FedMGSMissingness rate (rho)=0.5, Number of Clients=52026.06 | 79.9 | — | |
| FedGCN2026.05 | 79.37 | 81.21 | |
| FedGTAMissingness rate (rho)=0.5, Number of Clients=52026.06 | 78.42 | — | |
| FedMVPMissingness rate (rho)=0.5, Number of Clients=52026.06 | 77.43 | — | |
| FedMACMissingness rate (rho)=0.5, Number of Clients=52026.06 | 76.75 | — | |
| FedGraphSAGE2026.05 | 76.48 | 78.76 | |
| PEPSYMissingness rate (rho)=0.5, Number of Clients=52026.06 | 76.45 | — | |
| MH-pFLIDMissingness rate (rho)=0.5, Number of Clients=52026.06 | 76.03 | — | |
| FedProtoMissingness rate (rho)=0.5, Number of Clients=52026.06 | 75.88 | — | |
| FedLapMissingness rate (rho)=0.5, Number of Clients=52026.06 | 74.98 | — | |
| FedAvgMissingness rate (rho)=0.5, Number of Clients=52026.06 | 74.79 | — | |
| FedAvg-Zero2026.05 | 72.31 | 74.18 |