Graph Classification on BACE Target set
66.1F1 ScoreUGPrompt
Evaluation results
| Method | Links | ||
|---|---|---|---|
| UGPromptBase GNN=GAT, %Label=02025.05 | 66.1 | 14.2 | |
| GPF-PlusBase GNN=GAT, %Label=252025.05 | 65.8 | 13.6 | |
| UGPromptBase GNN=GCN, %Label=02025.05 | 64.6 | 10.4 | |
| GraphPromptBase GNN=GCN, %Label=252025.05 | 64.3 | 9.9 | |
| GraphPrompt+Base GNN=GAT, %Label=252025.05 | 64.2 | 10.9 | |
| Fine-TuningBase GNN=GCN, %Label=252025.05 | 64 | 1.1 | |
| GPF-PlusBase GNN=GCN, %Label=252025.05 | 63.4 | 8.4 | |
| GraphPrompt+Base GNN=GCN, %Label=252025.05 | 61 | 8.4 | |
| BaseModelBase GNN=GCN, %Label=02025.05 | 58.5 | — | |
| GraphPromptBase GNN=GAT, %Label=252025.05 | 57.9 | 0 | |
| All-In-OneBase GNN=GAT, %Label=252025.05 | 57.9 | -9.8 | |
| All-In-OneBase GNN=GCN, %Label=252025.05 | 52.5 | -10.3 | |
| BaseModelBase GNN=GAT, %Label=02025.05 | 46.4 | — | |
| Fine-TuningBase GNN=GAT, %Label=252025.05 | 46.4 | -2.7 |