Graph Property Prediction on ogbg-molpcba

Metric: Number of params (higher is better)

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#	Model↕	Number of params▼	Extra Data	Paper	Date↕	Code
1	HIG(pre-trained on PCQM4M)	119529665	No	-	-	-
2	Graphormer	119529664	No	Do Transformers Really Perform Bad for Graph Rep...	2021-06-09	Code
3	Graphormer (pre-trained on PCQM4M)	119529664	No	Do Transformers Really Perform Bad for Graph Rep...	2021-06-09	Code
4	TGT-Ag+TGT-At-DP	47000000	Yes	Triplet Interaction Improves Graph Transformers:...	2024-02-07	Code
5	Nested GIN+virtual node (ensemble)	44187480	No	Nested Graph Neural Networks	2021-10-25	Code
6	MorganFP+Rand. Forest	29440000	No	-	-	-
7	HyperFusino	10887085	No	-	-	-
8	HyperFusion	10887085	No	-	-	-
9	GPS	9744496	No	Recipe for a General, Powerful, Scalable Graph T...	2022-05-25	Code
10	DGN	6732696	No	Directional Graph Networks	2020-10-06	Code
11	PNA	6550839	No	Principal Neighbourhood Aggregation for Graph Nets	2020-04-12	Code
12	GINE+ w/ APPNP	6147029	No	Graph convolutions that can finally model local ...	2020-11-30	Code
13	GINE+ w/ virtual nodes	6147029	No	Graph convolutions that can finally model local ...	2020-11-30	Code
14	CRaWl	6115728	No	Walking Out of the Weisfeiler Leman Hierarchy: G...	2021-02-17	Code
15	GatedGCN+	6016860	No	Unlocking the Potential of Classic GNNs for Grap...	2025-02-13	Code
16	RandomGIN-vn+FLAG	5572026	No	RAN-GNNs: breaking the capacity limits of graph ...	2021-03-29	-
17	PAS	5560960	No	-	-	-
18	DeeperGCN+virtual node+FLAG	5550208	No	Robust Optimization as Data Augmentation for Lar...	2020-10-19	Code
19	DeeperGCN+virtual node	5550208	No	DeeperGCN: All You Need to Train Deeper GCNs	2020-06-13	Code
20	GINE+bot	5511680	No	-	-	-
21	PDF	3842048	No	Towards Better Graph Representation Learning wit...	2023-05-10	Code
22	GIN+virtual node+FLAG	3374533	No	Robust Optimization as Data Augmentation for Lar...	2020-10-19	Code
23	GIN+virtual node	3374533	No	How Powerful are Graph Neural Networks?	2018-10-01	Code
24	GIN-AK	3081029	No	From Stars to Subgraphs: Uplifting Any GNN with ...	2021-10-07	Code
25	GCN+virtual node+FLAG	2017028	No	Robust Optimization as Data Augmentation for Lar...	2020-10-19	Code
26	GCN+virtual node	2017028	No	Semi-Supervised Classification with Graph Convol...	2016-09-09	Code
27	GIN+FLAG	1923433	No	Robust Optimization as Data Augmentation for Lar...	2020-10-19	Code
28	GIN	1923433	No	How Powerful are Graph Neural Networks?	2018-10-01	Code
29	PHC-GNN	1690328	No	Parameterized Hypercomplex Graph Neural Networks...	2021-03-30	Code
30	ChebNet	1475003	No	Convolutional Neural Networks on Graphs with Fas...	2016-06-30	Code
31	GCN+FLAG	565928	No	Robust Optimization as Data Augmentation for Lar...	2020-10-19	Code
32	GCN	565928	No	Semi-Supervised Classification with Graph Convol...	2016-09-09	Code

#1HIG(pre-trained on PCQM4M)
119529665
Number of params
No paper
#2GraphormerSOTA
119529664
Number of params· 2021-06-09
Do Transformers Really Perform Bad for Graph Representation?Code
#3Graphormer (pre-trained on PCQM4M)
119529664
Number of params· 2021-06-09
Do Transformers Really Perform Bad for Graph Representation?Code
#4TGT-Ag+TGT-At-DP
47000000
Number of params· Extra Data· 2024-02-07
Triplet Interaction Improves Graph Transformers: Accurate Molecular Graph Learning with Triplet Graph Transformers Code
#5Nested GIN+virtual node (ensemble)
44187480
Number of params· 2021-10-25
Nested Graph Neural Networks Code
#6MorganFP+Rand. Forest
29440000
Number of params
No paper
#7HyperFusino
10887085
Number of params
No paper
#8HyperFusion
10887085
Number of params
No paper
#9GPS
9744496
Number of params· 2022-05-25
Recipe for a General, Powerful, Scalable Graph Transformer Code
#10DGNSOTA
6732696
Number of params· 2020-10-06
Directional Graph Networks Code
#11PNASOTA
6550839
Number of params· 2020-04-12
Principal Neighbourhood Aggregation for Graph Nets Code
#12GINE+ w/ APPNP
6147029
Number of params· 2020-11-30
Graph convolutions that can finally model local structure Code
#13GINE+ w/ virtual nodes
6147029
Number of params· 2020-11-30
Graph convolutions that can finally model local structure Code
#14CRaWl
6115728
Number of params· 2021-02-17
Walking Out of the Weisfeiler Leman Hierarchy: Graph Learning Beyond Message Passing Code
#15GatedGCN+
6016860
Number of params· 2025-02-13
Unlocking the Potential of Classic GNNs for Graph-level Tasks: Simple Architectures Meet Excellence Code
#16RandomGIN-vn+FLAG
5572026
Number of params· 2021-03-29
RAN-GNNs: breaking the capacity limits of graph neural networks
#17PAS
5560960
Number of params
No paper
#18DeeperGCN+virtual node+FLAG
5550208
Number of params· 2020-10-19
Robust Optimization as Data Augmentation for Large-scale Graphs Code
#19DeeperGCN+virtual node
5550208
Number of params· 2020-06-13
DeeperGCN: All You Need to Train Deeper GCNs Code
#20GINE+bot
5511680
Number of params
No paper
#21PDF
3842048
Number of params· 2023-05-10
Towards Better Graph Representation Learning with Parameterized Decomposition & Filtering Code
#22GIN+virtual node+FLAG
3374533
Number of params· 2020-10-19
Robust Optimization as Data Augmentation for Large-scale Graphs Code
#23GIN+virtual nodeSOTA
3374533
Number of params· 2018-10-01
How Powerful are Graph Neural Networks?Code
#24GIN-AK
3081029
Number of params· 2021-10-07
From Stars to Subgraphs: Uplifting Any GNN with Local Structure Awareness Code
#25GCN+virtual node+FLAG
2017028
Number of params· 2020-10-19
Robust Optimization as Data Augmentation for Large-scale Graphs Code
#26GCN+virtual nodeSOTA
2017028
Number of params· 2016-09-09
Semi-Supervised Classification with Graph Convolutional Networks Code
#27GIN+FLAG
1923433
Number of params· 2020-10-19
Robust Optimization as Data Augmentation for Large-scale Graphs Code
#28GIN
1923433
Number of params· 2018-10-01
How Powerful are Graph Neural Networks?Code
#29PHC-GNN
1690328
Number of params· 2021-03-30
Parameterized Hypercomplex Graph Neural Networks for Graph Classification Code
#30ChebNetSOTA
1475003
Number of params· 2016-06-30
Convolutional Neural Networks on Graphs with Fast Localized Spectral Filtering Code
#31GCN+FLAG
565928
Number of params· 2020-10-19
Robust Optimization as Data Augmentation for Large-scale Graphs Code
#32GCN
565928
Number of params· 2016-09-09
Semi-Supervised Classification with Graph Convolutional Networks Code