Graph Classification on BaMultiShapes (test)
100AccuracyLOGIX-GIN
Evaluation results
| Method | Links | ||
|---|---|---|---|
| LOGIX-GIN2026.02 | 100 | 35 | |
| SYMGRAPH-DTvariant=Decision Tree2026.02 | 97.5 | 0.1 | |
| SYMGRAPH-RFvariant=Random Forest2026.02 | 96.7 | 0.1 | |
| GIB2026.02 | 95.8 | 38.8 | |
| GIN2026.02 | 95 | 0.4 | |
| GIN2026.05 | 94.5 | — | |
| XGKNBatch size=64, Learning rate=0.01, Weight decay=1e-4, Optimizer=Adam, Epochs=1000, Node embeddings size=162026.05 | 92.8 | — | |
| GKNN2026.05 | 90.7 | — | |
| KerGNN2026.05 | 90.4 | — | |
| GAT2026.05 | 90 | — | |
| PIGNN2026.02 | 85.4 | 21.4 | |
| ProtGNN2026.05 | 85 | — | |
| KERGNN2026.02 | 82.7 | 2.9 | |
| GCN2026.02 | 70.7 | 0.5 | |
| GNAN2026.02 | 51.4 | 50.4 | |
| GRAPHSAGE2026.02 | 50.6 | 0.3 | |
| GAT2026.02 | 49.4 | 0.3 |