Node Property Prediction on ogbn-products

Metric: Number of params (higher is better)

LeaderboardDataset

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Results

#	Model↕	Number of params▼	Extra Data	Paper	Date↕	Code
1	Node2vec	313612207	No	node2vec: Scalable Feature Learning for Networks	2016-07-03	Code
2	LD+GAMLP	144331677	No	Label Deconvolution for Node Representation Lear...	2023-09-26	Code
3	GLEM+GIANT+SAGN+SCR	139792525	No	Learning on Large-scale Text-attributed Graphs v...	2022-10-26	Code
4	GLEM+EnGCN	139633805	No	Learning on Large-scale Text-attributed Graphs v...	2022-10-26	Code
5	GraphZoom (Node2vec)	120251183	No	-	-	-
6	LD+GIANT+SAGN+SCR	110636896	No	Label Deconvolution for Node Representation Lear...	2023-09-26	Code
7	E2EG (use raw text)	66793520	No	E2EG: End-to-End Node Classification Using Graph...	2022-08-09	Code
8	SIGN	3483703	No	SIGN: Scalable Inception Graph Neural Networks	2020-04-23	Code
9	GAMLP+RLU+SCR+C&S	3335831	No	SCR: Training Graph Neural Networks with Consist...	2021-12-08	Code
10	GAMLP+RLU+SCR	3335831	No	SCR: Training Graph Neural Networks with Consist...	2021-12-08	Code
11	GAMLP+MCR	3335831	No	SCR: Training Graph Neural Networks with Consist...	2021-12-08	Code
12	GAMLP+RLU	3335831	No	-	-	-
13	GAMLP	3335831	No	-	-	-
14	RevGNN-112	2945007	No	Training Graph Neural Networks with 1000 Layers	2021-06-14	Code
15	Polynormer	2383654	No	Polynormer: Polynomial-Expressive Graph Transfor...	2024-03-02	Code
16	SAGN	2233391	No	Scalable and Adaptive Graph Neural Networks with...	2021-04-19	Code
17	SAGN+SLE (4 stages)+C&S	2179678	No	Scalable and Adaptive Graph Neural Networks with...	2021-04-19	Code
18	SAGN+SLE (4 stages)	2179678	No	Scalable and Adaptive Graph Neural Networks with...	2021-04-19	Code
19	SAGN+MCR	2179678	No	SCR: Training Graph Neural Networks with Consist...	2021-12-08	Code
20	SAGN+SLE	2179678	No	Scalable and Adaptive Graph Neural Networks with...	2021-04-19	Code
21	GIANT-XRT+GAMLP+MCR	2144151	No	SCR: Training Graph Neural Networks with Consist...	2021-12-08	Code
22	GIANT-XRT+SAGN+SLE+C&S (use raw text)	1548382	No	Node Feature Extraction by Self-Supervised Multi...	2021-10-29	Code
23	GIANT-XRT+SAGN+SLE (use raw text)	1548382	No	Node Feature Extraction by Self-Supervised Multi...	2021-10-29	Code
24	AGDN	1544047	No	Adaptive Graph Diffusion Networks	2020-12-30	Code
25	Cluster-GAT	1540848	No	Cluster-GCN: An Efficient Algorithm for Training...	2019-05-20	Code
26	UniMP	1475605	No	Masked Label Prediction: Unified Message Passing...	2020-09-08	Code
27	GraDBERT+GIANT & SAGN+SLE+CnS	1154654	No	-	-	-
28	GIANT-XRT+SAGN+SCR+C&S	1154654	No	SCR: Training Graph Neural Networks with Consist...	2021-12-08	Code
29	GIANT-XRT+SAGN+MCR+C&S	1154654	No	SCR: Training Graph Neural Networks with Consist...	2021-12-08	Code
30	GIANT-XRT+SAGN+SCR	1154654	No	SCR: Training Graph Neural Networks with Consist...	2021-12-08	Code
31	GIANT-XRT+SAGN+MCR	1154654	No	SCR: Training Graph Neural Networks with Consist...	2021-12-08	Code
32	GIANT-XRT+R-SAGN+SCR+C&S	1154142	No	-	-	-
33	GAT w/NS + C&S	753622	No	Combining Label Propagation and Simple Models Ou...	2020-10-27	Code
34	GAT+FLAG	751574	No	Robust Optimization as Data Augmentation for Lar...	2020-10-19	Code
35	GAT with NeighborSampling	751574	No	Graph Attention Networks	2017-10-30	Code
36	EnGCN	653918	No	A Comprehensive Study on Large-Scale Graph Train...	2022-10-14	Code
37	ClusterGCN+residual+3 layers	456034	No	Cluster-GCN: An Efficient Algorithm for Training...	2019-05-20	Code
38	GraphSAGE	433047	No	Classic GNNs are Strong Baselines: Reassessing G...	2024-06-13	Code
39	GIANT-XRT+GraphSAINT(use raw text)	417583	No	Node Feature Extraction by Self-Supervised Multi...	2021-10-29	Code
40	Spec-MLP-Wide + C&S	406063	No	Combining Label Propagation and Simple Models Ou...	2020-10-27	Code
41	GraphSAINT-inductive	331661	No	GraphSAINT: Graph Sampling Based Inductive Learn...	2019-07-10	Code
42	GIANT-XRT+MLP (use raw text)	275759	No	Node Feature Extraction by Self-Supervised Multi...	2021-10-29	Code
43	DeeperGCN+FLAG	253743	No	Robust Optimization as Data Augmentation for Lar...	2020-10-19	Code
44	DeeperGCN	253743	No	DeeperGCN: All You Need to Train Deeper GCNs	2020-06-13	Code
45	GCN	233047	No	Classic GNNs are Strong Baselines: Reassessing G...	2024-06-13	Code
46	GraphSAGE w/NS + C&S	207919	No	Combining Label Propagation and Simple Models Ou...	2020-10-27	Code
47	GraphSAGE+FLAG	206895	No	Robust Optimization as Data Augmentation for Lar...	2020-10-19	Code
48	GraphSAINT (SAGE aggr)	206895	No	GraphSAINT: Graph Sampling Based Inductive Learn...	2019-07-10	Code
49	ClusterGCN (SAGE aggr)	206895	No	Cluster-GCN: An Efficient Algorithm for Training...	2019-05-20	Code
50	NeighborSampling (SAGE aggr)	206895	No	Inductive Representation Learning on Large Graphs	2017-06-07	Code
51	Full-batch GraphSAGE	206895	No	Inductive Representation Learning on Large Graphs	2017-06-07	Code
52	CoLinkDistMLP	115806	No	Distilling Self-Knowledge From Contrastive Links...	2021-06-16	Code
53	GraphSAGE + C&S + node2vec	103983	No	Inductive Representation Learning on Large Graphs	2017-06-07	Code
54	Full-batch GCN	103727	No	Semi-Supervised Classification with Graph Convol...	2016-09-09	Code
55	MLP+FLAG	103727	No	Robust Optimization as Data Augmentation for Lar...	2020-10-19	Code
56	MLP	103727	No	Open Graph Benchmark: Datasets for Machine Learn...	2020-05-02	Code
57	MLP + C&S	96247	No	Combining Label Propagation and Simple Models Ou...	2020-10-27	Code
58	TCNN	22624	No	-	-	-
59	Linear + C&S	10763	No	Combining Label Propagation and Simple Models Ou...	2020-10-27	Code
60	Plain Linear + C&S	4747	No	Combining Label Propagation and Simple Models Ou...	2020-10-27	Code
61	PCAPass + XGBoost	0	No	-	-	Code
62	Label Propagation	0	No	-	-	-