Graph Regression on ZINC 100k

Metric: MAE (lower is better)

LeaderboardDataset

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#	Model↕	MAE▲	Extra Data	Paper	Date↕	Code
1	CIN-small	0.094	No	Weisfeiler and Lehman Go Cellular: CW Networks	2021-06-23	Code
2	GSN	0.115	No	Improving Graph Neural Network Expressivity via ...	2020-06-16	Code
3	ARGNP	0.136	No	Automatic Relation-aware Graph Network Prolifera...	2022-05-31	Code
4	EGT	0.143	No	Global Self-Attention as a Replacement for Graph...	2021-08-07	Code
5	MPNN	0.288	No	Neural Message Passing for Quantum Chemistry	2017-04-04	Code
6	GatedGCN	0.363	No	Benchmarking Graph Neural Networks	2020-03-02	Code
7	MoNet	0.407	No	Geometric deep learning on graphs and manifolds ...	2016-11-25	Code
8	GAT	0.463	No	Graph Attention Networks	2017-10-30	Code

#1CIN-smallSOTA
0.094
MAE· 2021-06-23
Weisfeiler and Lehman Go Cellular: CW Networks Code
#2GSNSOTA
0.115
MAE· 2020-06-16
Improving Graph Neural Network Expressivity via Subgraph Isomorphism Counting Code
#3ARGNP
0.136
MAE· 2022-05-31
Automatic Relation-aware Graph Network Proliferation Code
#4EGT
0.143
MAE· 2021-08-07
Global Self-Attention as a Replacement for Graph Convolution Code
#5MPNNSOTA
0.288
MAE· 2017-04-04
Neural Message Passing for Quantum Chemistry Code
#6GatedGCN
0.363
MAE· 2020-03-02
Benchmarking Graph Neural Networks Code
#7MoNetSOTA
0.407
MAE· 2016-11-25
Geometric deep learning on graphs and manifolds using mixture model CNNs Code
#8GAT
0.463
MAE· 2017-10-30
Graph Attention Networks Code