Node Classification on CiteSeer Planetoid original (test)
72.4Test AccuracyAPPNP
Evaluation Results
| Method | Links | |
|---|---|---|
| APPNPHyperparameter Tuning=per-model, Measurement=mean ± std over 10 seeds2026.03 | 72.4 | |
| GATHyperparameter Tuning=per-model, Measurement=mean ± std over 10 seeds2026.03 | 72.3 | |
| GCNHyperparameter Tuning=per-model, Measurement=mean ± std over 10 seeds2026.03 | 72.2 | |
| LSEHyperparameter Tuning=per-model, Measurement=mean ± std over 10 seeds2026.03 | 70.9 | |
| LSRHyperparameter Tuning=per-model, Measurement=mean ± std over 10 seeds2026.03 | 70.9 | |
| GraphSAGEHyperparameter Tuning=per-model, Measurement=mean ± std over 10 seeds2026.03 | 70.5 | |
| Hier(8)Hyperparameter Tuning=per-model, Measurement=mean ± std over 10 seeds2026.03 | 70.3 | |
| NoMemHyperparameter Tuning=per-model, Measurement=mean ± std over 10 seeds2026.03 | 69.8 | |
| GINHyperparameter Tuning=per-model, Measurement=mean ± std over 10 seeds2026.03 | 63.8 | |
| MLPHyperparameter Tuning=per-model, Measurement=mean ± std over 10 seeds2026.03 | 60.6 |