Graph Classification on Mutagenicity (density-based split (M0, M1, M2, M3))
75.1Average Transition AccuracyGALA
Evaluation results
| Method | Links | ||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| GALA2026.02 | 75.1 | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| USBD2026.02 | 75.1 | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| GraphCTA2026.02 | 73.7 | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| SOGA2026.02 | 73.5 | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| JacobiConv2026.02 | 73.4 | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| SF(DA)22026.02 | 72 | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| NVC_LLN2026.02 | 71.4 | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| SFDA_LLN2026.02 | 70.7 | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| PathNN2026.02 | 70.2 | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| GALA2024.10 | 68.6 | 76.4 | 69.6 | 70 | 63.2 | 58.4 | 60.6 | 76.9 | 80.1 | 65.7 | 66.5 | 65.6 | 70.6 | — | |
| GIN2026.02 | 66.5 | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| GMT2026.02 | 65.7 | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| InfoGraph2024.10 | 65.5 | 69.1 | 68.9 | 66.6 | 64.9 | 55.9 | 57.8 | 74.7 | 76.8 | 65.6 | 57.1 | 64.7 | 64.2 | — | |
| PLUE2024.10 | 65.3 | 75.2 | 68.5 | 66.3 | 67.9 | 54 | 56.4 | 68.4 | 76.9 | 62.9 | 57.6 | 62 | 67.4 | — | |
| CIN2026.02 | 65.1 | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| GCN2024.10 | 64.9 | 68 | 68.8 | 60.5 | 64.4 | 53.7 | 58.1 | 75.2 | 76.2 | 67.5 | 55.4 | 62.5 | 68.5 | — | |
| GAT2024.10 | 64.6 | 69.7 | 67 | 62.7 | 67 | 56.1 | 57.8 | 76.6 | 77.2 | 63.4 | 53 | 60.7 | 61.8 | — | |
| GIN2024.10 | 64.5 | 70.6 | 64.2 | 63.5 | 62.5 | 57 | 56.4 | 73.3 | 76.5 | 65.2 | 53.3 | 64.4 | 66.8 | — | |
| GraphSAGE2024.10 | 64.3 | 71.2 | 65.6 | 64.3 | 65.5 | 57.3 | 56.5 | 74.7 | 77.6 | 62.3 | 51.7 | 62.4 | 62.3 | — | |
| GCN2026.02 | 64.1 | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| TGNN2024.10 | 63.5 | 73.3 | 61.9 | 65.3 | 58.1 | 55.5 | 58.1 | 65.9 | 66.7 | 66.5 | 70.1 | 55.5 | 65.3 | — | |
| Mean-Teacher2024.10 | 58.7 | 65.3 | 52.1 | 70.6 | 52.2 | 49.9 | 49 | 66.2 | 62.7 | 50.1 | 72.2 | 48.9 | 65.8 | — | |
| AutoSGNN2026.02 | 44.6 | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| WL subtree2026.02 | 34.3 | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| AutoSGNN2026.02 | — | — | — | — | — | — | — | — | — | — | — | — | — | 53.3 | |
| CIN2026.02 | — | — | — | — | — | — | — | — | — | — | — | — | — | 55.2 | |
| GALA2026.02 | — | — | — | — | — | — | — | — | — | — | — | — | — | 64 | |
| GCN2026.02 | — | — | — | — | — | — | — | — | — | — | — | — | — | 56.9 | |
| GIN2026.02 | — | — | — | — | — | — | — | — | — | — | — | — | — | 53.7 | |
| GMT2026.02 | — | — | — | — | — | — | — | — | — | — | — | — | — | 59 | |
| GraphCTA2026.02 | — | — | — | — | — | — | — | — | — | — | — | — | — | 65.2 | |
| JacobiConv2026.02 | — | — | — | — | — | — | — | — | — | — | — | — | — | 56.3 | |
| NVC_LLN2026.02 | — | — | — | — | — | — | — | — | — | — | — | — | — | 62.1 | |
| PathNN2026.02 | — | — | — | — | — | — | — | — | — | — | — | — | — | 58 | |
| SF(DA)22026.02 | — | — | — | — | — | — | — | — | — | — | — | — | — | 62 | |
| SFDA_LLN2026.02 | — | — | — | — | — | — | — | — | — | — | — | — | — | 60.4 | |
| SOGA2026.02 | — | — | — | — | — | — | — | — | — | — | — | — | — | 63.1 | |
| USBD2026.02 | — | — | — | — | — | — | — | — | — | — | — | — | — | 65.1 | |
| WL subtree2026.02 | — | — | — | — | — | — | — | — | — | — | — | — | — | 52.7 |