Federated Graph Learning on Across-domain
17Transfer Time (T)CeFGC*
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| CeFGC*Network=LAN (45 Mb/s)2026.01 | 17 | 79.25 | |
| CeFGCNetwork=LAN (45 Mb/s)2026.01 | 47.8 | 88.41 | |
| GCFL+Network=LAN (45 Mb/s)2026.01 | 53.2 | 130.98 | |
| FedDCNetwork=LAN (45 Mb/s)2026.01 | 55.15 | 193.14 | |
| FedAvgNetwork=LAN (45 Mb/s)2026.01 | 62.29 | 114.1 | |
| MOONNetwork=LAN (45 Mb/s)2026.01 | 64.24 | 177.92 | |
| FedProxNetwork=LAN (45 Mb/s)2026.01 | 93.43 | 169.22 | |
| FedStarNetwork=LAN (45 Mb/s)2026.01 | 141.08 | 313.29 | |
| CeFGC*Network=WAN (1 Mb/s)2026.01 | 765.15 | 830.39 | |
| CeFGCNetwork=WAN (1 Mb/s)2026.01 | 2,050.92 | 2,091.09 | |
| GCFL+Network=WAN (1 Mb/s)2026.01 | 2,394.22 | 2,477.14 | |
| FedDCNetwork=WAN (1 Mb/s)2026.01 | 2,481.82 | 2,619.8 | |
| FedAvgNetwork=WAN (1 Mb/s)2026.01 | 2,802.99 | 2,859.66 | |
| MOONNetwork=WAN (1 Mb/s)2026.01 | 2,890.58 | 3,004.27 | |
| FedProxNetwork=WAN (1 Mb/s)2026.01 | 4,204.49 | 4,283.77 | |
| FedStarNetwork=WAN (1 Mb/s)2026.01 | 6,348.6 | 6,521.81 |