Graph Property Prediction on QM9

Metric: Standardized MAE (lower is better)

LeaderboardDataset

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#	Model↕	Standardized MAE▲	Extra Data	Paper	Date↕	Code
1	GotenNet (Large)	0.52	No	-	-	Code
2	GotenNet (Base)	0.56	No	-	-	Code
3	GotenNet (Small)	0.6	No	-	-	Code
4	EquiformerV2	0.67	No	EquiformerV2: Improved Equivariant Transformer f...	2023-06-21	Code
5	Equiformer	0.7	No	Equiformer: Equivariant Graph Attention Transfor...	2022-06-23	Code
6	Geoformer	0.75	No	-	-	-
7	TorchMD-NET	0.84	No	TorchMD-NET: Equivariant Transformers for Neural...	2022-02-05	Code
8	EQGAT	0.86	No	-	-	-
9	SEGNN	1.08	No	Geometric and Physical Quantities Improve E(3) E...	2021-10-06	Code
10	EGNN	1.23	No	E(n) Equivariant Graph Neural Networks	2021-02-19	Code

#1GotenNet (Large)
0.52
Standardized MAE
No paperCode
#2GotenNet (Base)
0.56
Standardized MAE
No paperCode
#3GotenNet (Small)
0.6
Standardized MAE
No paperCode
#4EquiformerV2SOTA
0.67
Standardized MAE· 2023-06-21
EquiformerV2: Improved Equivariant Transformer for Scaling to Higher-Degree Representations Code
#5EquiformerSOTA
0.7
Standardized MAE· 2022-06-23
Equiformer: Equivariant Graph Attention Transformer for 3D Atomistic Graphs Code
#6Geoformer
0.75
Standardized MAE
No paper
#7TorchMD-NETSOTA
0.84
Standardized MAE· 2022-02-05
TorchMD-NET: Equivariant Transformers for Neural Network based Molecular Potentials Code
#8EQGAT
0.86
Standardized MAE
No paper
#9SEGNNSOTA
1.08
Standardized MAE· 2021-10-06
Geometric and Physical Quantities Improve E(3) Equivariant Message Passing Code
#10EGNNSOTA
1.23
Standardized MAE· 2021-02-19
E(n) Equivariant Graph Neural Networks Code