Graph Classification on FRANKENSTEIN source-to-target (density-based splits (F0, F1, F2, F3))
59.7Performance (F0->F1)GALA
Evaluation results
| Method | Links | |||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| GALA2024.10 | 59.7 | 56.9 | 58.8 | 53.8 | 51.7 | 55.9 | 61 | 62.7 | 53 | 54.5 | 53.5 | 56.4 | 56.5 | |
| PLUE2024.10 | 57.9 | 56.4 | 60 | 59.1 | 49.1 | 53.2 | 60.8 | 52.3 | 48.1 | 52.1 | 52.7 | 53.9 | 54.6 | |
| GAT2024.10 | 57.1 | 56 | 58.5 | 56.4 | 48.7 | 51.6 | 62.5 | 57.1 | 46.2 | 47.2 | 51.7 | 53.6 | 53.9 | |
| Mean-Teacher2024.10 | 57 | 53.8 | 55.6 | 54.2 | 47.6 | 49.7 | 56.2 | 59.1 | 48.5 | 52.9 | 51.4 | 53.1 | 53.2 | |
| InfoGraph2024.10 | 57 | 55.7 | 60.1 | 60 | 48.9 | 51.2 | 60.6 | 61.8 | 45.4 | 46.3 | 53.2 | 53.5 | 54.5 | |
| GraphSAGE2024.10 | 56.6 | 53.5 | 55.4 | 57.8 | 49.9 | 55.5 | 59.4 | 59.6 | 47.1 | 49.3 | 49.2 | 52.7 | 53.8 | |
| GIN2024.10 | 56.5 | 53.8 | 57.2 | 57.9 | 50.7 | 51 | 58.7 | 58.3 | 46.7 | 47.9 | 50.5 | 52 | 53.4 | |
| GCN2024.10 | 55.3 | 56.4 | 60.4 | 54.6 | 46.7 | 51.6 | 60.7 | 58.3 | 47.9 | 47.5 | 52.1 | 54.6 | 53.8 | |
| TGNN2024.10 | 53.2 | 48.8 | 54 | 54.2 | 46.2 | 47.9 | 55.1 | 50.8 | 56.8 | 53.2 | 56.8 | 48.1 | 53.1 |