Federated Node Classification on CoraFull (test)
66.71AccuracyFedEPD
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 | 66.71 | 60 | 61.11 | |
| FedGTABackbone=two-layer GCN, Hidden Dimension=64, Learning Rate=1e-2, Communication Rounds=200, Local Epochs=3, Number of Clients=102026.06 | 66.09 | 58.8 | 60.05 | |
| HieTailBackbone=two-layer GCN, Hidden Dimension=64, Learning Rate=1e-2, Communication Rounds=200, Local Epochs=3, Number of Clients=102026.06 | 65.86 | 55.53 | 56.66 | |
| FedAvgBackbone=two-layer GCN, Hidden Dimension=64, Learning Rate=1e-2, Communication Rounds=200, Local Epochs=3, Number of Clients=102026.06 | 65.64 | 56.26 | 55 | |
| LWSBackbone=two-layer GCN, Hidden Dimension=64, Learning Rate=1e-2, Communication Rounds=200, Local Epochs=3, Number of Clients=102026.06 | 65.54 | 54.99 | 56.98 | |
| FedSprayBackbone=two-layer GCN, Hidden Dimension=64, Learning Rate=1e-2, Communication Rounds=200, Local Epochs=3, Number of Clients=102026.06 | 64.14 | 53.4 | 54.53 | |
| GraphSMOTEBackbone=two-layer GCN, Hidden Dimension=64, Learning Rate=1e-2, Communication Rounds=200, Local Epochs=3, Number of Clients=102026.06 | 64.09 | 53.66 | 53.13 | |
| CReFFBackbone=two-layer GCN, Hidden Dimension=64, Learning Rate=1e-2, Communication Rounds=200, Local Epochs=3, Number of Clients=102026.06 | 63.86 | 54.38 | 56.01 | |
| FedLCBackbone=two-layer GCN, Hidden Dimension=64, Learning Rate=1e-2, Communication Rounds=200, Local Epochs=3, Number of Clients=102026.06 | 57.85 | 42.58 | 41.73 | |
| FedGACBackbone=two-layer GCN, Hidden Dimension=64, Learning Rate=1e-2, Communication Rounds=200, Local Epochs=3, Number of Clients=102026.06 | 57.59 | 54.36 | 52.04 | |
| GraphFedMigBackbone=two-layer GCN, Hidden Dimension=64, Learning Rate=1e-2, Communication Rounds=200, Local Epochs=3, Number of Clients=102026.06 | 53.29 | 42.82 | 45.46 | |
| FedProtoBackbone=two-layer GCN, Hidden Dimension=64, Learning Rate=1e-2, Communication Rounds=200, Local Epochs=3, Number of Clients=102026.06 | 51.02 | 39.26 | 39.07 |