Federated Graph Learning on MUTAG
0.65Transmission TimeCeFGC*
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| CeFGC*Network=LAN (45 Mb/s)2026.01 | 0.65 | 16.02 | |
| CeFGCNetwork=LAN (45 Mb/s)2026.01 | 1.24 | 20.82 | |
| MOONNetwork=LAN (45 Mb/s)2026.01 | 22.41 | 40.98 | |
| FedDCNetwork=LAN (45 Mb/s)2026.01 | 23.08 | 45.71 | |
| FedAvgNetwork=LAN (45 Mb/s)2026.01 | 24.89 | 37.24 | |
| FedProxNetwork=LAN (45 Mb/s)2026.01 | 26.41 | 42.07 | |
| CeFGC*Network=WAN (1 Mb/s)2026.01 | 29.23 | 44.61 | |
| GCFL+Network=LAN (45 Mb/s)2026.01 | 45.21 | 78.11 | |
| FedStarNetwork=LAN (45 Mb/s)2026.01 | 49.84 | 69.94 | |
| CeFGCNetwork=WAN (1 Mb/s)2026.01 | 55.61 | 75.2 | |
| MOONNetwork=WAN (1 Mb/s)2026.01 | 1,008.57 | 1,028.45 | |
| FedDCNetwork=WAN (1 Mb/s)2026.01 | 1,071.43 | 1,094.78 | |
| FedAvgNetwork=WAN (1 Mb/s)2026.01 | 1,120 | 1,132.35 | |
| FedProxNetwork=WAN (1 Mb/s)2026.01 | 1,188.58 | 1,204.23 | |
| GCFL+Network=WAN (1 Mb/s)2026.01 | 2,034.29 | 2,067.19 | |
| FedStarNetwork=WAN (1 Mb/s)2026.01 | 2,242.87 | 2,262.97 |