| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Force Prediction | MD17 (test) | Aspirin Force Error0.196 | 24 | |
| Atomic force prediction | MD17 (test) | Force Error (Benzene)0.145 | 22 | |
| Force prediction | MD17 revised (test) | Force MAE (Aspirin)6.4 | 19 | |
| Energy Prediction | MD17 Malonaldehyde | MAE (kcal/mol)0.0129 | 16 | |
| Force Prediction | MD17 | Force Error (Aspirin)0.88 | 15 | |
| Interatomic potential modeling | Revised MD17 (val test) | Aspirin Force Error6.6 | 15 | |
| Force Prediction | MD17 Salicylic acid | MAE (kcal/mol/Å)0.03 | 15 | |
| Force Prediction | MD17 Malonaldehyde | MAE (kcal/mol/Å)0.03 | 15 | |
| Energy Prediction | MD17 Naphthalene | MAE (kcal/mol)0.0046 | 14 | |
| Energy Prediction | MD17 Ethanol | MAE (kcal/mol)0.0065 | 14 | |
| Molecular Dynamics Simulation | MD17 Salicylic Acid (test) | Force MAE (meV/Å)0.035 | 13 | |
| Molecular Dynamics Simulation | MD17 Naphthalene (test) | Force MAE (meV/Å)0.043 | 13 | |
| Molecular Dynamics Simulation | MD17 Ethanol (test) | Force MAE (meV/Å)0.073 | 13 | |
| Energy Prediction | MD17 Toluene | MAE (kcal/mol)0.09 | 13 | |
| Energy Prediction | MD17 Salicylic acid | MAE (kcal/mol)0.1 | 13 | |
| Force Prediction | MD17 Uracil | MAE (kcal/mol/Å)0.03 | 12 | |
| Force Prediction | MD17 Toluene | MAE (kcal/mol/Å)0.03 | 12 | |
| Force Prediction | MD17 Naphthalene | MAE (kcal/mol/Å)0.03 | 12 | |
| Energy and force prediction | MD17 Salicylic acid (test) | Energy MAE (kcal/mol)0.1 | 12 | |
| Energy and force prediction | MD17 Malonaldehyde (test) | Energy MAE0.08 | 12 | |
| Energy and force prediction | MD17 Toluene (test) | Energy MAE (kcal/mol)0.09 | 12 | |
| Energy and force prediction | MD17 Benzene (test) | Energy MAE (kcal/mol)0.04 | 12 | |
| Force Prediction | MD17 Aspirin | MAE (kcal/mol/Å)0.1515 | 11 | |
| Energy Prediction | MD17 Uracil | MAE (kcal/mol)0.1 | 11 | |
| Energy Prediction | MD17 Aspirin | MAE (kcal/mol)0.12 | 11 |