Node Classification on CS (Overall-F1, Hete-F1, Hete-min-F1)
90.23Overall F1CITED
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| CITEDBackbone=SAGE2026.02 | 90.23 | — | — | — | |
| GrOVeBackbone=FAGCN2026.02 | 90.03 | — | — | — | |
| RandomWMBackbone=FAGCN2026.02 | 89.93 | — | — | — | |
| CITEDBackbone=FAGCN2026.02 | 89.45 | — | — | — | |
| CITEDBackbone=GCNII2026.02 | 89.37 | — | — | — | |
| GrOVeBackbone=GCNII2026.02 | 89.27 | — | — | — | |
| BoostFGLProtocol=Subgraph-FL2026.01 | 89.23 | 92.44 | 71.33 | 68.51 | |
| RandomWMBackbone=SAGE2026.02 | 88.88 | — | — | — | |
| GrOVeBackbone=SAGE2026.02 | 88.84 | — | — | — | |
| BackdoorWMBackbone=FAGCN2026.02 | 88.83 | — | — | — | |
| BackdoorWMBackbone=SAGE2026.02 | 88.73 | — | — | — | |
| SurviveWMBackbone=FAGCN2026.02 | 88.72 | — | — | — | |
| SurviveWMBackbone=GCNII2026.02 | 88.57 | — | — | — | |
| SurviveWMBackbone=SAGE2026.02 | 88.18 | — | — | — | |
| RandomWMBackbone=GCNII2026.02 | 87.92 | — | — | — | |
| CITEDBackbone=GAT2026.02 | 87.82 | — | — | — | |
| GrOVeBackbone=GCN2026.02 | 87.49 | — | — | — | |
| GrOVeBackbone=GAT2026.02 | 87.03 | — | — | — | |
| SurviveWMBackbone=GCN2026.02 | 86.99 | — | — | — | |
| RandomWMBackbone=GCN2026.02 | 86.79 | — | — | — | |
| RandomWMBackbone=GAT2026.02 | 86.52 | — | — | — | |
| BackdoorWMBackbone=GCN2026.02 | 86.28 | — | — | — | |
| BackdoorWMBackbone=GCNII2026.02 | 86.14 | — | — | — | |
| CITEDBackbone=GCN2026.02 | 85.82 | — | — | — | |
| BackdoorWMBackbone=GAT2026.02 | 84.44 | — | — | — | |
| SurviveWMBackbone=GAT2026.02 | 83.42 | — | — | — | |
| FedGTAProtocol=Subgraph-FL2026.01 | 81.24 | 92.26 | 51.37 | 37.24 | |
| FairFGLProtocol=Subgraph-FL2026.01 | 81.08 | 90.82 | 65.12 | 54.21 | |
| FedTADProtocol=Subgraph-FL2026.01 | 81.06 | 91.73 | 52.91 | 44.21 | |
| AdaFGLProtocol=Subgraph-FL2026.01 | 80.3 | 91.24 | 54.28 | 46.98 | |
| FedAvgProtocol=Subgraph-FL2026.01 | 80.28 | 89.12 | 53.35 | 47.31 | |
| FedSparyProtocol=Subgraph-FL2026.01 | 80.22 | 91.02 | 61.88 | 43.22 | |
| FedSage+Protocol=Subgraph-FL2026.01 | 80.06 | 90.43 | 61.23 | 39.33 | |
| MOONProtocol=Subgraph-FL2026.01 | 79.28 | 88.87 | 53.31 | 48.28 | |
| Exphormer2026.07 | — | 94.93 | — | — | |
| GAT2026.07 | — | 93.61 | — | — | |
| GCN2026.07 | — | 92.92 | — | — | |
| GOAT2026.07 | — | 94.21 | — | — | |
| GraphGPS2026.07 | — | 93.93 | — | — | |
| GraphSAGE2026.07 | — | 93.91 | — | — | |
| NAGphormer2026.07 | — | 95.75 | — | — | |
| NodeFormer2026.07 | — | 95.64 | — | — | |
| Polynormer2026.07 | — | 95.53 | — | — | |
| SGFormer2026.07 | — | 94.78 | — | — | |
| X-LogSMaskLayers=12026.07 | — | 96.56 | — | — | |
| X-LogSMaskConfiguration=ours2026.07 | — | 96.62 | — | — |