Graph Regression on QM9
0.925Property 0 ValueGIN
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| GINMode=Full, Reduction Ratio=12024.10 | 0.925 | 1.053 | 1.126 | 1.078 | — | |
| GATMode=Full, Reduction Ratio=12024.10 | 0.919 | 1.015 | 1.104 | 1.066 | — | |
| SAGEMode=Full, Reduction Ratio=12024.10 | 0.885 | 1.015 | 1.109 | 1.076 | — | |
| GCNMode=Full, Reduction Ratio=12024.10 | 0.855 | 1.012 | 1.102 | 1.073 | — | |
| FIT-GNNBackbone=SAGE, Reduction Ratio=0.32024.10 | 0.748 | 0.711 | 0.602 | 0.518 | — | |
| FIT-GNNBackbone=SAGE, Reduction Ratio=0.52024.10 | 0.739 | 0.747 | 0.606 | 0.833 | — | |
| FIT-GNNBackbone=SAGE, Reduction Ratio=0.12024.10 | 0.726 | 0.739 | 0.526 | 0.905 | — | |
| FIT-GNNBackbone=GIN, Reduction Ratio=0.12024.10 | 0.726 | 0.746 | 0.494 | 0.856 | — | |
| FIT-GNNBackbone=GIN, Reduction Ratio=0.52024.10 | 0.725 | 0.848 | 0.737 | 1.058 | — | |
| FIT-GNNBackbone=GIN, Reduction Ratio=0.32024.10 | 0.723 | 0.761 | 0.509 | 0.854 | — | |
| FIT-GNNBackbone=SAGE, Reduction Ratio=0.72024.10 | 0.722 | 0.677 | 0.659 | 1.005 | — | |
| FIT-GNNBackbone=GCN, Reduction Ratio=0.72024.10 | 0.715 | 1.189 | 0.456 | 1.24 | — | |
| FIT-GNNBackbone=GCN, Reduction Ratio=0.12024.10 | 0.713 | 1.223 | 0.447 | 1.223 | — | |
| FIT-GNNBackbone=GCN, Reduction Ratio=0.32024.10 | 0.708 | 0.975 | 0.473 | 1.22 | — | |
| FIT-GNNBackbone=GAT, Reduction Ratio=0.32024.10 | 0.708 | 1.056 | 0.528 | 0.564 | — | |
| FIT-GNNBackbone=GAT, Reduction Ratio=0.12024.10 | 0.705 | 0.94 | 0.464 | 0.524 | — | |
| FIT-GNNBackbone=GCN, Reduction Ratio=0.52024.10 | 0.702 | 1.153 | 0.485 | 1.179 | — | |
| FIT-GNNBackbone=GAT, Reduction Ratio=0.52024.10 | 0.693 | 1.227 | 0.475 | 0.561 | — | |
| FIT-GNNBackbone=GAT, Reduction Ratio=0.72024.10 | 0.686 | 1.03 | 0.491 | 0.703 | — | |
| AttrMask2024.05 | — | — | — | — | 11.74 | |
| ContextPred2024.05 | — | — | — | — | 9.14 | |
| GraphCL2024.05 | — | — | — | — | 5.76 | |
| GraphMAE2024.05 | — | — | — | — | 5.84 | |
| Hi-GMAE-F2024.05 | — | — | — | — | 5.47 | |
| JOAO2024.05 | — | — | — | — | 10.65 | |
| Mole-BERT2024.05 | — | — | — | — | 5.75 |