Formation Energy On Jarvis Dft Formation
Metrics
MAE
Results
Performance results of various models on this benchmark
Model Name | MAE | Paper Title | Repository |
|---|---|---|---|
| CGCNN | 0.063 | - | - |
| CartNet | 0.02705 | A Cartesian Encoding Graph Neural Network for Crystal Structures Property Prediction: Application to Thermal Ellipsoid Estimation | - |
| SchNet | 0.045 | SchNet: A continuous-filter convolutional neural network for modeling quantum interactions | - |
| ALIGNN | 0.0331 | Atomistic Line Graph Neural Network for Improved Materials Property Predictions | - |
| Matformer | 0.0325 | Periodic Graph Transformers for Crystal Material Property Prediction | - |
| PotNet | 0.0294 | Efficient Approximations of Complete Interatomic Potentials for Crystal Property Prediction | - |
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