Node Classification on PubMed Planetoid public
81.2AccuracyGIST
Evaluation results
| Method | Links | |
|---|---|---|
| GIST2026.03 | 81.2 | |
| GCNvariant=enhanced2026.03 | 81.12 | |
| APPNPHyperparameter Tuning=per-model, Measurement=mean ± std over 10 seeds2026.03 | 80.3 | |
| SGFormer2026.03 | 80.3 | |
| GCNII2026.03 | 79.8 | |
| GCNvariant=base2026.03 | 79.5 | |
| GraphSAGE2026.03 | 79.41 | |
| GCNHyperparameter Tuning=per-model, Measurement=mean ± std over 10 seeds2026.03 | 79.4 | |
| GATv22026.03 | 78.7 | |
| GAT2026.03 | 78.4 | |
| GATHyperparameter Tuning=per-model, Measurement=mean ± std over 10 seeds2026.03 | 78.2 | |
| LSRHyperparameter Tuning=per-model, Measurement=mean ± std over 10 seeds2026.03 | 78.1 | |
| LSEHyperparameter Tuning=per-model, Measurement=mean ± std over 10 seeds2026.03 | 77.9 | |
| GraphSAGEHyperparameter Tuning=per-model, Measurement=mean ± std over 10 seeds2026.03 | 77.9 | |
| Hier(8)Hyperparameter Tuning=per-model, Measurement=mean ± std over 10 seeds2026.03 | 77.6 | |
| GINHyperparameter Tuning=per-model, Measurement=mean ± std over 10 seeds2026.03 | 77.6 | |
| NoMemHyperparameter Tuning=per-model, Measurement=mean ± std over 10 seeds2026.03 | 77.2 | |
| MLPHyperparameter Tuning=per-model, Measurement=mean ± std over 10 seeds2026.03 | 73.4 |