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