Graph Regression on ZINC Subset
0.074MAECIN++
Evaluation Results
| Method | Links | |
|---|---|---|
| CIN++2023.06 | 0.074 | |
| CIN2023.06 | 0.079 | |
| CIN++variant=small2023.06 | 0.091 | |
| CINvariant=small2023.06 | 0.094 | |
| GSN2023.06 | 0.108 | |
| HIMP2023.06 | 0.151 | |
| DGN2023.06 | 0.168 | |
| PNA2023.06 | 0.188 | |
| GIN2023.06 | 0.252 | |
| GatedGCN2023.06 | 0.363 | |
| GAT2023.06 | 0.463 | |
| GCN2023.06 | 0.469 | |
| FIT-GNNBackbone=GCN, Reduction Ratio=0.32024.10 | 0.573 | |
| FIT-GNNBackbone=GAT, Reduction Ratio=0.12024.10 | 0.574 | |
| FIT-GNNBackbone=GAT, Reduction Ratio=0.52024.10 | 0.62 | |
| FIT-GNNBackbone=GCN, Reduction Ratio=0.12024.10 | 0.625 | |
| FIT-GNNBackbone=GIN, Reduction Ratio=0.52024.10 | 0.631 | |
| FIT-GNNBackbone=GIN, Reduction Ratio=0.12024.10 | 0.644 | |
| FIT-GNNBackbone=GCN, Reduction Ratio=0.52024.10 | 0.645 | |
| FIT-GNNBackbone=SAGE, Reduction Ratio=0.72024.10 | 0.645 | |
| FIT-GNNBackbone=GCN, Reduction Ratio=0.72024.10 | 0.651 | |
| FIT-GNNBackbone=GAT, Reduction Ratio=0.32024.10 | 0.652 | |
| FIT-GNNBackbone=GAT, Reduction Ratio=0.72024.10 | 0.658 | |
| FIT-GNNBackbone=GIN, Reduction Ratio=0.32024.10 | 0.669 | |
| FIT-GNNBackbone=SAGE, Reduction Ratio=0.32024.10 | 0.671 | |
| SAGEMode=Full, Reduction Ratio=12024.10 | 0.685 | |
| FIT-GNNBackbone=SAGE, Reduction Ratio=0.52024.10 | 0.695 | |
| FIT-GNNBackbone=SAGE, Reduction Ratio=0.12024.10 | 0.735 | |
| GATMode=Full, Reduction Ratio=12024.10 | 0.736 | |
| GCNMode=Full, Reduction Ratio=12024.10 | 0.743 | |
| GINMode=Full, Reduction Ratio=12024.10 | 0.748 |