Graph Classification on BBBP Target set
0.884F1 ScoreFine-Tuning
Evaluation results
| Method | Links | ||
|---|---|---|---|
| Fine-TuningBase GNN=GAT, %Label=252025.05 | 0.884 | 0.008 | |
| Fine-TuningBase GNN=GCN, %Label=252025.05 | 0.883 | 0.011 | |
| UGPromptBase GNN=GCN, %Label=02025.05 | 0.883 | 0.011 | |
| GPF-PlusBase GNN=GAT, %Label=252025.05 | 0.883 | 0.007 | |
| GPF-PlusBase GNN=GCN, %Label=252025.05 | 0.88 | 0.008 | |
| UGPromptBase GNN=GAT, %Label=02025.05 | 0.878 | 0.001 | |
| BaseModelBase GNN=GAT, %Label=02025.05 | 0.877 | — | |
| BaseModelBase GNN=GCN, %Label=02025.05 | 0.873 | — | |
| All-In-OneBase GNN=GAT, %Label=252025.05 | 0.865 | -0.014 | |
| All-In-OneBase GNN=GCN, %Label=252025.05 | 0.857 | -0.018 | |
| GraphPromptBase GNN=GAT, %Label=252025.05 | 0.834 | -0.049 | |
| GraphPrompt+Base GNN=GAT, %Label=252025.05 | 0.824 | -0.06 | |
| GraphPrompt+Base GNN=GCN, %Label=252025.05 | 0.82 | -0.061 | |
| GraphPromptBase GNN=GCN, %Label=252025.05 | 0.819 | -0.062 |