Federated Graph Learning on Social Across-dataset
6.16Transmission TimeCeFGC*
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| CeFGC*Network=LAN (45 Mb/s)2026.01 | 6.16 | 56.79 | |
| CeFGCNetwork=LAN (45 Mb/s)2026.01 | 14.56 | 58.04 | |
| GCFL+Network=LAN (45 Mb/s)2026.01 | 32.44 | 87.48 | |
| MOONNetwork=LAN (45 Mb/s)2026.01 | 48.83 | 148.19 | |
| FedDCNetwork=LAN (45 Mb/s)2026.01 | 52.07 | 173.97 | |
| FedAvgNetwork=LAN (45 Mb/s)2026.01 | 63.59 | 140.66 | |
| FedStarNetwork=LAN (45 Mb/s)2026.01 | 84.9 | 228.66 | |
| FedProxNetwork=LAN (45 Mb/s)2026.01 | 88.89 | 184.82 | |
| CeFGC*Network=WAN (1 Mb/s)2026.01 | 277.28 | 330.91 | |
| CeFGCNetwork=WAN (1 Mb/s)2026.01 | 655.19 | 699.87 | |
| GCFL+Network=WAN (1 Mb/s)2026.01 | 1,459.89 | 1,517.65 | |
| MOONNetwork=WAN (1 Mb/s)2026.01 | 2,197.14 | 2,297.98 | |
| FedDCNetwork=WAN (1 Mb/s)2026.01 | 2,343.13 | 2,465.59 | |
| FedAvgNetwork=WAN (1 Mb/s)2026.01 | 2,861.39 | 2,939.9 | |
| FedStarNetwork=WAN (1 Mb/s)2026.01 | 3,820.39 | 3,965.47 | |
| FedProxNetwork=WAN (1 Mb/s)2026.01 | 4,000.1 | 4,096.03 |