| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Graph Regression | ZINC (test) | MAE0.017 | 204 | |
| Graph Regression | ZINC 12K (test) | MAE0.058 | 164 | |
| Graph regression | ZINC | MAE0.017 | 96 | |
| Molecular Generation | ZINC250K | Uniqueness942.2 | 68 | |
| Molecule Generation | ZINC 250k 2012 | Validity Score942.2 | 56 | |
| Graph Regression | ZINC Subset (test) | MAE0.0613 | 56 | |
| Graph Regression | ZINC | MSE0.077 | 49 | |
| Graph-level regression | ZINC full (test) | MAE0.014 | 45 | |
| Graph Regression | ZINC-12K | MAE0.052 | 34 | |
| Molecular property regression | ZINC 10K (test) | MAE0.151 | 34 | |
| Property Optimization | ZINC250K (test) | 1st Order Metric0.844 | 33 | |
| Graph Regression | ZINC Subset | MAE0.074 | 31 | |
| Multi-objective Optimization | ZINC-250k (logP-TPSA) | Hypervolume2,589.04 | 30 | |
| Molecular property optimization | ZINC-250k | logP25.26 | 30 | |
| Graph Regression | ZINC 12k graphs v1 (test) | MAE0.07 | 27 | |
| Constrained Property Optimization | ZINC250K | Improvement6.42 | 27 | |
| Molecular Generation | ZINC250K | QED0.922 | 25 | |
| De Novo Molecular Generation | ZINC Curated 22 (test) | Validity (%)1 | 17 | |
| Graph Regression | ZINC-Full | MAE0.011 | 16 | |
| Graph Regression | ZINC 500K parameters scale (test) | MAE0.066 | 16 | |
| Graph Regression | ZINC-FULL (250k graphs) v1 (test) | MAE0.022 | 16 | |
| Regression | ZINC 12K (test) | MAE0.1302 | 15 | |
| Graph Property Prediction | ZINC v1 (test) | MAE0.07 | 15 | |
| Molecular generation | ZINC | Validity99.2 | 14 | |
| Graph Regression | ZINC 250K (test) | MAE0.016 | 13 |