Graph Classification on Ba2Motifs (test)
100AccuracyGIN
Evaluation results
| Method | Links | ||
|---|---|---|---|
| GIN2026.02 | 100 | 0.3 | |
| GIB2026.02 | 100 | 31.5 | |
| LOGIX-GIN2026.02 | 100 | 34.4 | |
| SYMGRAPH-DTvariant=Decision Tree2026.02 | 100 | 0.1 | |
| SYMGRAPH-RFvariant=Random Forest2026.02 | 100 | 0.1 | |
| XGKNBatch size=64, Learning rate=0.01, Weight decay=1e-4, Optimizer=Adam, Epochs=1000, Node embeddings size=162026.05 | 100 | — | |
| PIGNN2026.02 | 99.4 | 20.9 | |
| KERGNN2026.02 | 97.9 | 2.7 | |
| GCN2026.02 | 58.3 | 0.2 | |
| GNAN2026.02 | 49.5 | 51.8 | |
| GRAPHSAGE2026.02 | 48.2 | 0.3 | |
| GAT2026.02 | 48.2 | 0.3 |