Formation Energy On Jarvis Dft Formation

MAE

Results

Performance results of various models on this benchmark

		Paper Title	Repository
CGCNN	0.063	-	-
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
CartNet	0.02705	A Cartesian Encoding Graph Neural Network for Crystal Structures Property Prediction: Application to Thermal Ellipsoid Estimation

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