Federated Node Classification on Roman-Empire
49.44AccuracyFedEPD
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| FedEPDBackbone=two-layer GCN, Hidden Dimension=64, Learning Rate=1e-2, Communication Rounds=200, Local Epochs=3, Number of Clients=102026.06 | 49.44 | 43.74 | 39.21 | |
| FedGACBackbone=two-layer GCN, Hidden Dimension=64, Learning Rate=1e-2, Communication Rounds=200, Local Epochs=3, Number of Clients=102026.06 | 48.58 | 42.64 | 40.16 | |
| FedGTABackbone=two-layer GCN, Hidden Dimension=64, Learning Rate=1e-2, Communication Rounds=200, Local Epochs=3, Number of Clients=102026.06 | 45.72 | 37.36 | 36.57 | |
| FedAvgBackbone=two-layer GCN, Hidden Dimension=64, Learning Rate=1e-2, Communication Rounds=200, Local Epochs=3, Number of Clients=102026.06 | 45.03 | 36.74 | 36 | |
| HieTailBackbone=two-layer GCN, Hidden Dimension=64, Learning Rate=1e-2, Communication Rounds=200, Local Epochs=3, Number of Clients=102026.06 | 43.27 | 34.41 | 33.68 | |
| GraphSMOTEBackbone=two-layer GCN, Hidden Dimension=64, Learning Rate=1e-2, Communication Rounds=200, Local Epochs=3, Number of Clients=102026.06 | 42.61 | 36.08 | 33.21 | |
| LWSBackbone=two-layer GCN, Hidden Dimension=64, Learning Rate=1e-2, Communication Rounds=200, Local Epochs=3, Number of Clients=102026.06 | 42.29 | 33.95 | 32.5 | |
| FedLCBackbone=two-layer GCN, Hidden Dimension=64, Learning Rate=1e-2, Communication Rounds=200, Local Epochs=3, Number of Clients=102026.06 | 41.29 | 26.06 | 25.89 | |
| FedSprayBackbone=two-layer GCN, Hidden Dimension=64, Learning Rate=1e-2, Communication Rounds=200, Local Epochs=3, Number of Clients=102026.06 | 41.29 | 32.98 | 31.35 | |
| CReFFBackbone=two-layer GCN, Hidden Dimension=64, Learning Rate=1e-2, Communication Rounds=200, Local Epochs=3, Number of Clients=102026.06 | 38.99 | 29.56 | 28.09 | |
| GraphFedMigBackbone=two-layer GCN, Hidden Dimension=64, Learning Rate=1e-2, Communication Rounds=200, Local Epochs=3, Number of Clients=102026.06 | 29.9 | 22.9 | 22.69 | |
| FedProtoBackbone=two-layer GCN, Hidden Dimension=64, Learning Rate=1e-2, Communication Rounds=200, Local Epochs=3, Number of Clients=102026.06 | 26.35 | 16.2 | 15 |