Node Classification on PubMed (Accuracy, Macro-F1, Execution Time)
79.8AccuracyGCN
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| GCNSupervised=true2026.04 | 79.8 | 79.4 | 1.485 | |
| F2LP-APSupervised=false2026.04 | 78.2 | 77.9 | 0.044 | |
| FixedAPPNPSupervised=false2026.04 | 74.1 | 74.5 | 0.086 | |
| Proto-GeoMedSupervised=false2026.04 | 72.5 | 72.8 | 0.027 | |
| LabelPropSupervised=false2026.04 | 72.3 | 70.9 | 0.015 | |
| CoHOpSupervised=false2026.04 | 71.1 | 70.2 | 0.69 | |
| kNN@5Supervised=false2026.04 | 64.6 | 64.3 | 0.716 |