Regression on QM9 (test)
1.93MAE muDRew-GIN
Evaluation results
| Method | Links | |||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| DRew-GINArchitecture=GIN, delay parameter (v)=infinity2023.05 | 1.93 | 1.63 | 1.16 | 1.13 | 1.74 | 9.39 | 2.73 | 1.01 | 0.99 | 1.06 | 1.06 | 1.24 | 0.55 | |
| v1DRew-GINArchitecture=GIN, delay parameter (v)=12023.05 | 2 | 1.63 | 1.17 | 1.15 | 1.74 | 9.94 | 2.9 | 1 | 0.97 | 1.02 | 1.01 | 1.25 | 0.6 | |
| SPN2023.05 | 2.32 | 1.77 | 1.26 | 1.19 | 1.89 | 10.66 | 2.77 | 1.12 | 1.03 | 1.05 | 0.97 | 1.36 | 0.57 | |
| GNN-FiLM2023.05 | 2.38 | 3.75 | 1.22 | 1.3 | 1.96 | 15.59 | 11 | 5.43 | 5.95 | 5.59 | 5.17 | 3.46 | 0.98 | |
| R-GIN+FAArchitecture=GIN, Attention=Full Attention2023.05 | 2.54 | 2.28 | 1.26 | 1.34 | 1.96 | 12.61 | 5.03 | 2.21 | 2.32 | 2.26 | 2.04 | 1.86 | 0.8 | |
| R-GAT+FAArchitecture=GAT, Attention=Full Attention2023.05 | 2.73 | 2.32 | 1.43 | 1.41 | 2.08 | 15.76 | 5.98 | 2.19 | 2.11 | 2.27 | 2.07 | 2.03 | 0.73 | |
| R-GatedGNN+FAArchitecture=GatedGNN, Attention=Full Attention2023.05 | 3.53 | 2.72 | 1.45 | 1.63 | 2.3 | 14.33 | 5.24 | 3.35 | 2.49 | 2.31 | 2.17 | 2.25 | 0.87 |