Atomistic Description on Materials Project

Metric: MAE (lower is better)

LeaderboardDataset

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#	Model↕	MAE▲	Extra Data	Paper	Date↕	Code
1	CartNet	17.47	No	A Cartesian Encoding Graph Neural Network for Cr...	2025-01-30	Code
2	PotNet	18.8	No	Efficient Approximations of Complete Interatomic...	2023-06-12	Code
3	Matformer	21.2	No	Periodic Graph Transformers for Crystal Material...	2022-09-23	Code
4	SchNet-edge-update	22.7	No	Neural Message Passing with Edge Updates for Pre...	2018-06-08	Code
5	MEGNet	28	No	-	-	Code
6	SchNet	31.8	No	Neural Message Passing with Edge Updates for Pre...	2018-06-08	Code
7	SchNet	35	No	-	-	Code
8	CGCNN	39	No	-	-	Code
9	MT-CGCNN	41	No	MT-CGCNN: Integrating Crystal Graph Convolutiona...	2018-11-14	Code

#1CartNetSOTA
17.47
MAE· 2025-01-30
A Cartesian Encoding Graph Neural Network for Crystal Structures Property Prediction: Application to Thermal Ellipsoid Estimation Code
#2PotNetSOTA
18.8
MAE· 2023-06-12
Efficient Approximations of Complete Interatomic Potentials for Crystal Property Prediction Code
#3MatformerSOTA
21.2
MAE· 2022-09-23
Periodic Graph Transformers for Crystal Material Property Prediction Code
#4SchNet-edge-updateSOTA
22.7
MAE· 2018-06-08
Neural Message Passing with Edge Updates for Predicting Properties of Molecules and Materials Code
#5MEGNet
28
MAE
No paperCode
#6SchNetSOTA
31.8
MAE· 2018-06-08
Neural Message Passing with Edge Updates for Predicting Properties of Molecules and Materials Code
#7SchNet
35
MAE
No paperCode
#8CGCNN
39
MAE
No paperCode
#9MT-CGCNN
41
MAE· 2018-11-14
MT-CGCNN: Integrating Crystal Graph Convolutional Neural Network with Multitask Learning for Material Property Prediction Code