Formation Energy on QM9

Metric: MAE (lower is better)

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#	Model↕	MAE▲	Extra Data	Paper	Date↕	Code
1	TensorNet	0.09	No	TensorNet: Cartesian Tensor Representations for ...	2023-06-10	Code
2	PAMNet	0.136	No	A Universal Framework for Accurate and Efficient...	2023-11-19	Code
3	MXMNet	0.137	No	Molecular Mechanics-Driven Graph Neural Network ...	2020-11-15	Code
4	HMGNN	0.138	No	Heterogeneous Molecular Graph Neural Networks fo...	2020-09-26	Code
5	PhysNet-ens5	0.14	No	-	-	Code
6	DeepMoleNet	0.141	No	-	-	-
7	xGPR -- Gaussian process, graph convolution kernel	0.167	No	Linear-scaling kernels for protein sequences and...	2023-02-07	Code
8	DimeNet	0.185	No	Directional Message Passing for Molecular Graphs	2020-03-06	Code
9	PhysNet	0.19	No	-	-	Code
10	MEGNet-Full	0.21	No	-	-	Code
11	SchNet-edge-update	0.242	No	Neural Message Passing with Edge Updates for Pre...	2018-06-08	Code
12	HIP-NN	0.256	No	Hierarchical modeling of molecular energies usin...	2017-09-29	-
13	MEGNet-simple	0.28	No	-	-	Code
14	ALIGNN	0.3	No	-	-	Code
15	SchNet	0.314	No	Neural Message Passing with Edge Updates for Pre...	2018-06-08	Code
16	MPNN	0.49	No	Neural Message Passing for Quantum Chemistry	2017-04-04	Code
17	HDAD+KRR	0.58	No	-	-	-