Graph Classification on PROTEINS source→target
74Score (P0 -> P1)InfoGraph
Evaluation results
| Method | Links | |||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| InfoGraph2024.10 | 74 | 77.6 | 68.3 | 71.1 | 46.9 | 46.5 | 64.4 | 72.2 | 41.9 | 35.4 | 54.7 | 62.6 | 59.4 | |
| GALAencoder=GCN, embedding dimension=64, layers=32024.10 | 72.3 | 73.9 | 66.8 | 78.5 | 47.1 | 65.6 | 61.1 | 71.8 | 43.9 | 50.4 | 43.2 | 60 | 61.2 | |
| GraphSAGE2024.10 | 72.2 | 78.3 | 64.7 | 67.2 | 46.9 | 42.2 | 62.6 | 69.7 | 32.9 | 50.8 | 56.1 | 56.9 | 58.9 | |
| GCN2024.10 | 71.9 | 74.7 | 62.6 | 68.3 | 51.1 | 45.8 | 57.6 | 70.4 | 39.7 | 49.7 | 58.3 | 52.9 | 58.6 | |
| GIN2024.10 | 70 | 60.7 | 61.8 | 72.9 | 47.1 | 44.3 | 62.5 | 68.9 | 41.1 | 47.9 | 48.6 | 56.1 | 57.4 | |
| GAT2024.10 | 70 | 71.4 | 66.8 | 73.9 | 49.3 | 40.4 | 61.4 | 68.9 | 44.3 | 49.3 | 50.7 | 52.1 | 58.3 | |
| Mean-Teacher2024.10 | 64.3 | 71.4 | 60.4 | 72.1 | 25 | 55.4 | 61.1 | 60.7 | 29.6 | 49.3 | 31.8 | 55.4 | 51 | |
| PLUE2024.10 | 64.3 | 71.5 | 65 | 78.4 | 45.9 | 63.7 | 58.3 | 68.9 | 41.9 | 45.7 | 47.5 | 58.3 | 59.1 | |
| TGNN2024.10 | 60.4 | 41.8 | 45.7 | 46.6 | 64.8 | 42 | 58.6 | 58.4 | 75.7 | 68.4 | 65.5 | 53.8 | 55.9 |