Node Classification on Cora (Overall F1, Hete F1, Accuracy)
90.16AccuracySOTA
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| SOTA2024.10 | 90.16 | — | — | — | |
| GNFBC2026.03 | 86.56 | — | — | — | |
| GAT2024.10 | 86.37 | — | — | — | |
| FSW-GNN2024.10 | 86.35 | — | — | — | |
| GNFBC(w/o Lneg)negative feedback loss=excluded2026.03 | 86.25 | — | — | — | |
| GCN2024.10 | 85.77 | — | — | — | |
| RAW-GNN2026.03 | 85.32 | — | — | — | |
| LG-GNN2026.03 | 84.78 | — | — | — | |
| FAGCN2026.03 | 84.01 | — | — | — | |
| Sort-MPNN2024.10 | 83.46 | — | — | — | |
| H2GCN2026.03 | 83.35 | — | — | — | |
| BoostFGLProtocol=Subgraph-FL2026.01 | 83.02 | 66.16 | 52.06 | 41.25 | |
| RUM2026.03 | 82.13 | — | — | — | |
| FedTADProtocol=Subgraph-FL2026.01 | 81.94 | 59.38 | 44.28 | 27.74 | |
| AdaFGLProtocol=Subgraph-FL2026.01 | 81.76 | 58.61 | 44.39 | 31.54 | |
| FairFGLProtocol=Subgraph-FL2026.01 | 80.49 | 63.87 | 47.56 | 37.1 | |
| MOONProtocol=Subgraph-FL2026.01 | 80.46 | 60.67 | 45.24 | 31.37 | |
| FedAvgProtocol=Subgraph-FL2026.01 | 80.22 | 60.16 | 45.12 | 30.39 | |
| FedGTAProtocol=Subgraph-FL2026.01 | 80.15 | 58.32 | 44.28 | 29.86 | |
| FedSage+Protocol=Subgraph-FL2026.01 | 79.84 | 55.2 | 45.32 | 22.71 | |
| RF2026.03 | 79.53 | — | — | — | |
| GPRGNN2026.03 | 77.93 | — | — | — | |
| GAT2026.03 | 76.89 | — | — | — | |
| GCN2026.03 | 75.18 | — | — | — | |
| MLP2026.03 | 71.39 | — | — | — | |
| FedSparyProtocol=Subgraph-FL2026.01 | 71.22 | 50.21 | 45.36 | 26.56 | |
| SGC2026.03 | 69.74 | — | — | — |