Graph Classification on Mutagenicity (test)
84.8AccuracySYMGRAPH-RF
Evaluation results
| Method | Links | ||
|---|---|---|---|
| SYMGRAPH-RFvariant=Random Forest2026.02 | 84.8 | 3.5 | |
| GIN2026.02 | 83 | 13.1 | |
| GAT2026.02 | 82.2 | 18.2 | |
| GRAPHSAGE2026.02 | 81.9 | 13.9 | |
| GCN2026.02 | 81.6 | 14.4 | |
| SYMGRAPH-DTvariant=Decision Tree2026.02 | 81.4 | 3.5 | |
| LOGIX-GIN2026.02 | 79 | 72.6 | |
| PIGNN2026.02 | 78.8 | 93.3 | |
| GIB2026.02 | 72.4 | 83 | |
| KERGNN2026.02 | 72.2 | 10.8 | |
| ϕM (Ours)2025.03 | 68.69 | — | |
| G-TRAIL2025.03 | 59.72 | — | |
| GNAN2026.02 | 55.4 | 163.6 | |
| GLG2025.03 | 38.37 | — |