Graph Classification on PROTEINS Target set
56.4F1 ScoreUGPrompt
Evaluation results
| Method | Links | ||
|---|---|---|---|
| UGPromptBase GNN=GAT, %Label=02025.05 | 56.4 | 9.5 | |
| UGPromptBase GNN=GCN, %Label=02025.05 | 56 | 8.1 | |
| GPF-PlusBase GNN=GAT, %Label=252025.05 | 54.9 | 3.7 | |
| GPF-PlusBase GNN=GCN, %Label=252025.05 | 53.8 | 3.9 | |
| BaseModelBase GNN=GCN, %Label=02025.05 | 51.8 | — | |
| BaseModelBase GNN=GAT, %Label=02025.05 | 51.5 | — | |
| GraphPromptBase GNN=GCN, %Label=252025.05 | 50.8 | -1.9 | |
| Fine-TuningBase GNN=GAT, %Label=252025.05 | 50.2 | -2.5 | |
| GraphPromptBase GNN=GAT, %Label=252025.05 | 49.5 | -3.9 | |
| GraphPrompt+Base GNN=GAT, %Label=252025.05 | 48.7 | -5.4 | |
| Fine-TuningBase GNN=GCN, %Label=252025.05 | 47.5 | -8.3 | |
| GraphPrompt+Base GNN=GCN, %Label=252025.05 | 44.7 | -13.7 | |
| All-In-OneBase GNN=GCN, %Label=252025.05 | 38.1 | -26.4 | |
| All-In-OneBase GNN=GAT, %Label=252025.05 | 31.5 | -38.8 |