Graph Property Prediction on QM9

Metric: alpha (ma) (higher is better)

LeaderboardDataset

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#	Model↕	alpha (ma)▼	Extra Data	Paper	Date↕	Code
1	EGNN	71	No	E(n) Equivariant Graph Neural Networks	2021-02-19	Code
2	SEGNN	60	No	Geometric and Physical Quantities Improve E(3) E...	2021-10-06	Code
3	TorchMD-NET	59	No	TorchMD-NET: Equivariant Transformers for Neural...	2022-02-05	Code
4	EQGAT	53	No	-	-	-
5	EquiformerV2	47	No	EquiformerV2: Improved Equivariant Transformer f...	2023-06-21	Code
6	Equiformer	46	No	Equiformer: Equivariant Graph Attention Transfor...	2022-06-23	Code
7	Geoformer	40	No	-	-	-
8	GotenNet (Small)	33	No	-	-	Code
9	GotenNet (Base)	32	No	-	-	Code
10	GotenNet (Large)	28	No	-	-	Code

#1EGNNSOTA
71
alpha (ma)· 2021-02-19
E(n) Equivariant Graph Neural Networks Code
#2SEGNN
60
alpha (ma)· 2021-10-06
Geometric and Physical Quantities Improve E(3) Equivariant Message Passing Code
#3TorchMD-NET
59
alpha (ma)· 2022-02-05
TorchMD-NET: Equivariant Transformers for Neural Network based Molecular Potentials Code
#4EQGAT
53
alpha (ma)
No paper
#5EquiformerV2
47
alpha (ma)· 2023-06-21
EquiformerV2: Improved Equivariant Transformer for Scaling to Higher-Degree Representations Code
#6Equiformer
46
alpha (ma)· 2022-06-23
Equiformer: Equivariant Graph Attention Transformer for 3D Atomistic Graphs Code
#7Geoformer
40
alpha (ma)
No paper
#8GotenNet (Small)
33
alpha (ma)
No paperCode
#9GotenNet (Base)
32
alpha (ma)
No paperCode
#10GotenNet (Large)
28
alpha (ma)
No paperCode