Modality Retrieval on Toys
79.4R@5FedMGS
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| FedMGSNumber of clients=10, Missingness rate (ρ)=0.52026.06 | 79.4 | — | |
| FedMGSNumber of clients=5, Missingness rate (ρ)=0.52026.06 | 73.3 | — | |
| PEPSYNumber of clients=10, Missingness rate (ρ)=0.52026.06 | 70.87 | — | |
| MH-pFLIDNumber of clients=10, Missingness rate (ρ)=0.52026.06 | 70.21 | — | |
| FedGTANumber of clients=10, Missingness rate (ρ)=0.52026.06 | 68.76 | — | |
| PEPSYNumber of clients=5, Missingness rate (ρ)=0.52026.06 | 68.6 | — | |
| MH-pFLIDNumber of clients=5, Missingness rate (ρ)=0.52026.06 | 67.76 | — | |
| FedGTANumber of clients=5, Missingness rate (ρ)=0.52026.06 | 66.95 | — | |
| FedMVPNumber of clients=10, Missingness rate (ρ)=0.52026.06 | 66.43 | — | |
| FedProtoNumber of clients=10, Missingness rate (ρ)=0.52026.06 | 65.46 | — | |
| FedMVPNumber of clients=5, Missingness rate (ρ)=0.52026.06 | 65.42 | — | |
| FedMACNumber of clients=10, Missingness rate (ρ)=0.52026.06 | 64.56 | — | |
| FedLapNumber of clients=10, Missingness rate (ρ)=0.52026.06 | 64.25 | — | |
| FedAvgNumber of clients=5, Missingness rate (ρ)=0.52026.06 | 64.22 | — | |
| FedMACNumber of clients=5, Missingness rate (ρ)=0.52026.06 | 62.83 | — | |
| FedProtoNumber of clients=5, Missingness rate (ρ)=0.52026.06 | 62.47 | — | |
| FedAvgNumber of clients=10, Missingness rate (ρ)=0.52026.06 | 62.46 | — | |
| FedLapNumber of clients=5, Missingness rate (ρ)=0.52026.06 | 61.15 | — | |
| FedMPO2026.05 | 0.6534 | 0.6118 | |
| S2FGL2026.05 | 0.6412 | 0.5976 | |
| FedSPA2026.05 | 0.6376 | 0.5948 | |
| FedLAP2026.05 | 0.6346 | 0.5918 | |
| FedIIH2026.05 | 0.6318 | 0.5887 | |
| FedPub2026.05 | 0.6246 | 0.5807 | |
| FedMAC2026.05 | 0.5978 | 0.5542 | |
| FedMVP2026.05 | 0.5842 | 0.5426 | |
| FedGCN2026.05 | 0.5441 | 0.5087 | |
| FedGraphSAGE2026.05 | 0.5056 | 0.4728 | |
| FedAvg-Zero2026.05 | 0.4518 | 0.4112 |