Graph Regression on PCQM4M-LSC

Metric: Validation MAE (lower is better)

LeaderboardDataset

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#	Model↕	Validation MAE▲	Extra Data	Paper	Date↕	Code
1	O-GNN	0.1148	No	-	-	Code
2	GPTrans-L	0.1151	No	Graph Propagation Transformer for Graph Represen...	2023-05-19	Code
3	Graphormer + GFSA	0.1193	No	Graph Convolutions Enrich the Self-Attention in ...	2023-12-07	Code
4	EGT	0.1224	No	Global Self-Attention as a Replacement for Graph...	2021-08-07	Code
5	Graphormer	0.1234	No	Do Transformers Really Perform Bad for Graph Rep...	2021-06-09	Code
6	Higher-Order Transformer	0.1263	No	Transformers Generalize DeepSets and Can be Exte...	2021-10-27	Code
7	GIN-virtual	0.1396	No	OGB-LSC: A Large-Scale Challenge for Machine Lea...	2021-03-17	Code
8	GCN-Virtual	0.1536	No	OGB-LSC: A Large-Scale Challenge for Machine Lea...	2021-03-17	Code
9	GCN	0.1684	No	OGB-LSC: A Large-Scale Challenge for Machine Lea...	2021-03-17	Code
10	MLP-fingerprint	0.2044	No	OGB-LSC: A Large-Scale Challenge for Machine Lea...	2021-03-17	Code

#1O-GNN
0.1148
Validation MAE
No paperCode
#2GPTrans-LSOTA
0.1151
Validation MAE· 2023-05-19
Graph Propagation Transformer for Graph Representation Learning Code
#3Graphormer + GFSA
0.1193
Validation MAE· 2023-12-07
Graph Convolutions Enrich the Self-Attention in Transformers!Code
#4EGTSOTA
0.1224
Validation MAE· 2021-08-07
Global Self-Attention as a Replacement for Graph Convolution Code
#5Graphormer SOTA
0.1234
Validation MAE· 2021-06-09
Do Transformers Really Perform Bad for Graph Representation?Code
#6Higher-Order Transformer
0.1263
Validation MAE· 2021-10-27
Transformers Generalize DeepSets and Can be Extended to Graphs and Hypergraphs Code
#7GIN-virtualSOTA
0.1396
Validation MAE· 2021-03-17
OGB-LSC: A Large-Scale Challenge for Machine Learning on Graphs Code
#8GCN-VirtualSOTA
0.1536
Validation MAE· 2021-03-17
OGB-LSC: A Large-Scale Challenge for Machine Learning on Graphs Code
#9GCNSOTA
0.1684
Validation MAE· 2021-03-17
OGB-LSC: A Large-Scale Challenge for Machine Learning on Graphs Code
#10MLP-fingerprintSOTA
0.2044
Validation MAE· 2021-03-17
OGB-LSC: A Large-Scale Challenge for Machine Learning on Graphs Code