Modality Match on Bili Food
85.32AUCFedMGS
Evaluation Results
| Method | Links | |
|---|---|---|
| FedMGSMissingness rate (rho)=0.5, Number of Clients=102026.06 | 85.32 | |
| FedGTAMissingness rate (rho)=0.5, Number of Clients=102026.06 | 80.73 | |
| FedMGSMissingness rate (rho)=0.5, Number of Clients=52026.06 | 80.34 | |
| PEPSYMissingness rate (rho)=0.5, Number of Clients=102026.06 | 79.67 | |
| FedProtoMissingness rate (rho)=0.5, Number of Clients=102026.06 | 79.54 | |
| MH-pFLIDMissingness rate (rho)=0.5, Number of Clients=102026.06 | 79.54 | |
| FedMACMissingness rate (rho)=0.5, Number of Clients=102026.06 | 79.35 | |
| FedAvgMissingness rate (rho)=0.5, Number of Clients=102026.06 | 78.57 | |
| FedMVPMissingness rate (rho)=0.5, Number of Clients=102026.06 | 76.78 | |
| FedLapMissingness rate (rho)=0.5, Number of Clients=102026.06 | 76.54 | |
| PEPSYMissingness rate (rho)=0.5, Number of Clients=52026.06 | 75.41 | |
| FedMACMissingness rate (rho)=0.5, Number of Clients=52026.06 | 74.54 | |
| MH-pFLIDMissingness rate (rho)=0.5, Number of Clients=52026.06 | 74.34 | |
| FedGTAMissingness rate (rho)=0.5, Number of Clients=52026.06 | 73.82 | |
| FedMVPMissingness rate (rho)=0.5, Number of Clients=52026.06 | 73.43 | |
| FedProtoMissingness rate (rho)=0.5, Number of Clients=52026.06 | 72.97 | |
| FedLapMissingness rate (rho)=0.5, Number of Clients=52026.06 | 72.63 | |
| FedAvgMissingness rate (rho)=0.5, Number of Clients=52026.06 | 71.61 | |
| FedLABDescription=Ours2026.06 | 65.6 | |
| FedMVPDescription=MM2026.06 | 58.97 | |
| FedBookDescription=GFM2026.06 | 58.91 | |
| FedGFM+Description=FGL2026.06 | 58.23 | |
| Fed-GraphCLIPDescription=GFM2026.06 | 58.04 | |
| Fed-MHGATDescription=GNN2026.06 | 57.9 | |
| Fed-GFTDescription=GFM2026.06 | 57.67 | |
| Fed-MGNetDescription=MM2026.06 | 57.43 | |
| FedMACDescription=FL2026.06 | 57.4 | |
| FedAvgDescription=FL2026.06 | 54.63 |