Node Classification on Physics (F1 and Heterogeneous Metrics)
91.45Overall F1CITED
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| CITEDBackbone=GCN2026.02 | 91.45 | — | — | — | |
| RandomWMBackbone=FAGCN2026.02 | 91.43 | — | — | — | |
| CITEDBackbone=FAGCN2026.02 | 91.27 | — | — | — | |
| GrOVeBackbone=FAGCN2026.02 | 90.95 | — | — | — | |
| CITEDBackbone=GCNII2026.02 | 90.88 | — | — | — | |
| RandomWMBackbone=GCNII2026.02 | 90.53 | — | — | — | |
| BackdoorWMBackbone=FAGCN2026.02 | 90.33 | — | — | — | |
| GrOVeBackbone=GCNII2026.02 | 90.14 | — | — | — | |
| CITEDBackbone=SAGE2026.02 | 89.77 | — | — | — | |
| SurviveWMBackbone=FAGCN2026.02 | 89.75 | — | — | — | |
| SurviveWMBackbone=GCN2026.02 | 89.53 | — | — | — | |
| GrOVeBackbone=GAT2026.02 | 89.31 | — | — | — | |
| SurviveWMBackbone=SAGE2026.02 | 89.29 | — | — | — | |
| CITEDBackbone=GAT2026.02 | 89.04 | — | — | — | |
| RandomWMBackbone=GCN2026.02 | 88.96 | — | — | — | |
| BackdoorWMBackbone=GCNII2026.02 | 88.73 | — | — | — | |
| RandomWMBackbone=GAT2026.02 | 88.62 | — | — | — | |
| RandomWMBackbone=SAGE2026.02 | 88.59 | — | — | — | |
| BackdoorWMBackbone=GCN2026.02 | 88.5 | — | — | — | |
| GrOVeBackbone=GCN2026.02 | 88.05 | — | — | — | |
| BackdoorWMBackbone=GAT2026.02 | 87.79 | — | — | — | |
| BackdoorWMBackbone=SAGE2026.02 | 87.32 | — | — | — | |
| GrOVeBackbone=SAGE2026.02 | 87.03 | — | — | — | |
| SurviveWMBackbone=GCNII2026.02 | 87 | — | — | — | |
| SurviveWMBackbone=GAT2026.02 | 82.02 | — | — | — | |
| BoostFGLProtocol=Subgraph-FL2026.01 | 0.9209 | 0.9656 | 0.7512 | 0.7214 | |
| FairFGLProtocol=Subgraph-FL2026.01 | 0.8463 | 0.9603 | 0.6824 | 0.5628 | |
| FedAvgProtocol=Subgraph-FL2026.01 | 0.8433 | 0.9574 | 0.5621 | 0.5012 | |
| FedGTAProtocol=Subgraph-FL2026.01 | 0.8422 | 0.9524 | 0.5428 | 0.4042 | |
| FedTADProtocol=Subgraph-FL2026.01 | 0.8412 | 0.9484 | 0.5602 | 0.4832 | |
| FedSparyProtocol=Subgraph-FL2026.01 | 0.8412 | 0.9535 | 0.6502 | 0.4834 | |
| AdaFGLProtocol=Subgraph-FL2026.01 | 0.8336 | 0.9513 | 0.5724 | 0.4928 | |
| FedSage+Protocol=Subgraph-FL2026.01 | 0.8312 | 0.9526 | 0.6418 | 0.4214 | |
| MOONProtocol=Subgraph-FL2026.01 | 0.8244 | 0.9486 | 0.5628 | 0.5124 |