Graph Classification on ENZYMES Target set
49.1F1 ScoreUGPrompt
Evaluation results
| Method | Links | ||
|---|---|---|---|
| UGPromptBase GNN=GCN, %Label=02025.05 | 49.1 | 2.9 | |
| GPF-PlusBase GNN=GCN, %Label=252025.05 | 48.3 | 1.3 | |
| BaseModelBase GNN=GCN, %Label=02025.05 | 47.7 | — | |
| Fine-TuningBase GNN=GCN, %Label=252025.05 | 46.4 | -2.7 | |
| UGPromptBase GNN=GAT, %Label=02025.05 | 45.9 | 4.1 | |
| All-In-OneBase GNN=GCN, %Label=252025.05 | 45.8 | -4 | |
| BaseModelBase GNN=GAT, %Label=02025.05 | 44.1 | — | |
| Fine-TuningBase GNN=GAT, %Label=252025.05 | 42.9 | -2.7 | |
| GPF-PlusBase GNN=GAT, %Label=252025.05 | 42.9 | -2.7 | |
| All-In-OneBase GNN=GAT, %Label=252025.05 | 39.5 | -10.4 | |
| GraphPromptBase GNN=GCN, %Label=252025.05 | 38.1 | -20.1 | |
| GraphPromptBase GNN=GAT, %Label=252025.05 | 29.3 | -33.6 | |
| GraphPrompt+Base GNN=GAT, %Label=252025.05 | 25.7 | -41.7 | |
| GraphPrompt+Base GNN=GCN, %Label=252025.05 | 23.5 | -50.7 |