Graph Classification on FRANKENSTEIN node density domain shift (test)
69.6F-score (F0→F1)S2PLR
Evaluation results
| Method | Links | ||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| S2PLR2026.05 | 69.6 | 71.6 | 67.9 | 73.9 | 59.9 | 57.1 | 67.6 | 71.4 | 61.1 | 66.2 | 60.7 | 69.5 | |
| GraphATA2026.05 | 69.3 | 70.3 | 66.1 | 64.8 | 59.5 | 63.3 | 65.3 | 69.6 | 59.6 | 65.1 | 60.3 | 67.2 | |
| Ucon SFDA2026.05 | 67.4 | 65.6 | 59.6 | 71.4 | 60.5 | 59 | 60.4 | 68.3 | 60.5 | 67.4 | 60.5 | 61.2 | |
| GraphCTA2026.05 | 67.3 | 64.1 | 66.5 | 64.3 | 61.9 | 60.9 | 62 | 68.3 | 60.9 | 67 | 60 | 62.7 | |
| GALA2026.05 | 67.1 | 64.6 | 67.1 | 64 | 62.2 | 61.2 | 63.1 | 68.8 | 62.5 | 66.7 | 60.6 | 61.9 | |
| SOGA2026.05 | 67 | 63.8 | 65.2 | 63.7 | 60.3 | 60.2 | 62.2 | 67.7 | 61 | 66.9 | 60.6 | 61.3 | |
| NVC LLN2026.05 | 66.7 | 63.1 | 63.8 | 62.1 | 59.5 | 60.8 | 61.6 | 67.3 | 59.5 | 64.7 | 59.5 | 61.2 | |
| SF(DA)22026.05 | 66.3 | 62.6 | 61.7 | 60.2 | 58.6 | 60.1 | 60.9 | 66.5 | 60.5 | 66.2 | 60.1 | 60.7 | |
| SFDA LLN2026.05 | 65.2 | 59.2 | 59.1 | 58.9 | 57.6 | 59.9 | 59.4 | 65 | 58.3 | 64.9 | 57.5 | 58.4 | |
| PathNN2026.05 | 55.7 | 59.1 | 57.2 | 57.3 | 56.9 | 49.2 | 52.9 | 55.4 | 55.1 | 44.9 | 53.9 | 53.9 | |
| WL subtree2026.05 | 54.6 | 40.1 | 47.8 | 62 | 49.6 | 56 | 49.7 | 51.2 | 41.8 | 42.9 | 47.3 | 45.1 | |
| CIN2026.05 | 54.3 | 51.6 | 45 | 52.5 | 51.9 | 43.2 | 45.3 | 60.4 | 48.8 | 32.7 | 57.1 | 42.2 | |
| GMT2026.05 | 47.3 | 56.8 | 57.8 | 56.8 | 39.5 | 44.1 | 57.8 | 58.3 | 39.5 | 39.3 | 39.5 | 44.1 | |
| GIN2026.05 | 39.7 | 51.4 | 54.7 | 51.4 | 58.2 | 41.8 | 54.7 | 47.1 | 52.1 | 34.3 | 50.8 | 43.8 | |
| GCN2026.05 | 32.7 | 43.2 | 42.2 | 43.2 | 54.5 | 43.2 | 42.2 | 32.7 | 56.5 | 32.7 | 55.5 | 42.2 |