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Formation Energy
Formation Energy On Jarvis Dft Formation
Formation Energy On Jarvis Dft Formation
Metrics
MAE
Results
Performance results of various models on this benchmark
Columns
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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