Node Property Prediction on ogbn-mag

Metric: Number of params (higher is better)

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#	Model↕	Number of params▼	Extra Data	Paper	Date↕	Code
1	R-GSN + metapath2vec	309777252	No	Residual Network and Embedding Usage: New Tricks...	2021-05-18	Code
2	GraphSAINT + metapath2vec	309764724	No	GraphSAINT: Graph Sampling Based Inductive Learn...	2019-07-10	Code
3	R-GSN	154373028	No	Modeling Relational Data with Graph Convolutiona...	2017-03-17	Code
4	GraphSAINT (R-GCN aggr)	154366772	No	GraphSAINT: Graph Sampling Based Inductive Learn...	2019-07-10	Code
5	R-GCN+FLAG	154366772	No	Robust Optimization as Data Augmentation for Lar...	2020-10-19	Code
6	NeighborSampling (R-GCN aggr)	154366772	No	Inductive Representation Learning on Large Graphs	2017-06-07	Code
7	Full-batch R-GCN	154366772	No	Modeling Relational Data with Graph Convolutiona...	2017-03-17	Code
8	ClusterGCN (R-GCN aggr)	154366772	No	Cluster-GCN: An Efficient Algorithm for Training...	2019-05-20	Code
9	MetaPath2vec	94479069	No	-	-	Code
10	MetaPath2vec	94479069	No	-	-	-
11	HGT (TransE embs)	26877657	No	Heterogeneous Graph Transformer	2020-03-03	Code
12	HGT (LADIES Sample)	21173389	No	Heterogeneous Graph Transformer	2020-03-03	Code
13	LMSPS (w/o embs)	16470044	No	Long-range Meta-path Search on Large-scale Heter...	2023-07-17	Code
14	LMSPS(w/o ComplEx embs)	16470044	No	Long-range Meta-path Search on Large-scale Heter...	2023-07-17	Code
15	LDMLP(w/o ComplEx embs)	13177884	No	Long-range Meta-path Search on Large-scale Heter...	2023-07-17	Code
16	HGAMLP+LP+MS(LINE embs)	8469021	No	-	-	-
17	SeHGNN (ComplEx embs)	8371231	No	Simple and Efficient Heterogeneous Graph Neural ...	2022-07-06	Code
18	SeHGNN	8371231	No	Simple and Efficient Heterogeneous Graph Neural ...	2022-07-06	Code
19	LDHGNN	7720368	No	-	-	-
20	CLGNN	7720368	No	Loss-aware Curriculum Learning for Heterogeneous...	2024-02-29	Code
21	RpHGNN+LP+CR (LINE embs)	7720368	No	Efficient Heterogeneous Graph Learning via Rando...	2023-10-23	Code
22	NARS-GAMLP+RLU+SCR	6734882	No	SCR: Training Graph Neural Networks with Consist...	2021-12-08	Code
23	NARS-GAMLP+RLU	6734882	No	Graph Attention Multi-Layer Perceptron	2022-06-09	Code
24	NARS-GAMLP+RLU	6734882	No	Graph Attention Multi-Layer Perceptron	2022-06-09	Code
25	NARS-GAMLP+SCR-m	6734882	No	SCR: Training Graph Neural Networks with Consist...	2021-12-08	Code
26	NARS-GAMLP+SCR	6734882	No	SCR: Training Graph Neural Networks with Consist...	2021-12-08	Code
27	NARS-GAMLP	6734882	No	Graph Attention Multi-Layer Perceptron	2022-06-09	Code
28	NARS-GAMLP	6734882	No	Graph Attention Multi-Layer Perceptron	2022-06-09	Code
29	R-HGNN	5638053	No	Heterogeneous Graph Representation Learning with...	2021-05-24	Code
30	LEGNN + AS-Train	5147997	No	Label-Enhanced Graph Neural Network for Semi-sup...	2022-05-31	Code
31	LEGNN	5147997	No	Label-Enhanced Graph Neural Network for Semi-sup...	2022-05-31	Code
32	PSHGCN (ComplEx embs)	4852434	No	Spectral Heterogeneous Graph Convolutions via Po...	2023-05-31	Code
33	PSHGCN	4852434	No	Spectral Heterogeneous Graph Convolutions via Po...	2023-05-31	Code
34	NARS	4130149	No	Scalable Graph Neural Networks for Heterogeneous...	2020-11-19	Code
35	NARS_SAGN+SLE	3846330	No	Scalable and Adaptive Graph Neural Networks with...	2021-04-19	Code
36	SIGN	3724645	No	SIGN: Scalable Inception Graph Neural Networks	2020-04-23	Code
37	HGConv	2850405	No	Hybrid Micro/Macro Level Convolution for Heterog...	2020-12-29	Code
38	CoLinkDistMLP	278202	No	Distilling Self-Knowledge From Contrastive Links...	2021-06-16	Code
39	MLP	188509	No	Open Graph Benchmark: Datasets for Machine Learn...	2020-05-02	Code

#1R-GSN + metapath2vecSOTA
309777252
Number of params· 2021-05-18
Residual Network and Embedding Usage: New Tricks of Node Classification with Graph Convolutional Networks Code
#2GraphSAINT + metapath2vecSOTA
309764724
Number of params· 2019-07-10
GraphSAINT: Graph Sampling Based Inductive Learning Method Code
#3R-GSNSOTA
154373028
Number of params· 2017-03-17
Modeling Relational Data with Graph Convolutional Networks Code
#4GraphSAINT (R-GCN aggr)
154366772
Number of params· 2019-07-10
GraphSAINT: Graph Sampling Based Inductive Learning Method Code
#5R-GCN+FLAG
154366772
Number of params· 2020-10-19
Robust Optimization as Data Augmentation for Large-scale Graphs Code
#6NeighborSampling (R-GCN aggr)
154366772
Number of params· 2017-06-07
Inductive Representation Learning on Large Graphs Code
#7Full-batch R-GCN
154366772
Number of params· 2017-03-17
Modeling Relational Data with Graph Convolutional Networks Code
#8ClusterGCN (R-GCN aggr)
154366772
Number of params· 2019-05-20
Cluster-GCN: An Efficient Algorithm for Training Deep and Large Graph Convolutional Networks Code
#9MetaPath2vec
94479069
Number of params
No paperCode
#10MetaPath2vec
94479069
Number of params
No paper
#11HGT (TransE embs)
26877657
Number of params· 2020-03-03
Heterogeneous Graph Transformer Code
#12HGT (LADIES Sample)
21173389
Number of params· 2020-03-03
Heterogeneous Graph Transformer Code
#13LMSPS (w/o embs)
16470044
Number of params· 2023-07-17
Long-range Meta-path Search on Large-scale Heterogeneous Graphs Code
#14LMSPS(w/o ComplEx embs)
16470044
Number of params· 2023-07-17
Long-range Meta-path Search on Large-scale Heterogeneous Graphs Code
#15LDMLP(w/o ComplEx embs)
13177884
Number of params· 2023-07-17
Long-range Meta-path Search on Large-scale Heterogeneous Graphs Code
#16HGAMLP+LP+MS(LINE embs)
8469021
Number of params
No paper
#17SeHGNN (ComplEx embs)
8371231
Number of params· 2022-07-06
Simple and Efficient Heterogeneous Graph Neural Network Code
#18SeHGNN
8371231
Number of params· 2022-07-06
Simple and Efficient Heterogeneous Graph Neural Network Code
#19LDHGNN
7720368
Number of params
No paper
#20CLGNN
7720368
Number of params· 2024-02-29
Loss-aware Curriculum Learning for Heterogeneous Graph Neural Networks Code
#21RpHGNN+LP+CR (LINE embs)
7720368
Number of params· 2023-10-23
Efficient Heterogeneous Graph Learning via Random Projection Code
#22NARS-GAMLP+RLU+SCR
6734882
Number of params· 2021-12-08
SCR: Training Graph Neural Networks with Consistency Regularization Code
#23NARS-GAMLP+RLU
6734882
Number of params· 2022-06-09
Graph Attention Multi-Layer Perceptron Code
#24NARS-GAMLP+RLU
6734882
Number of params· 2022-06-09
Graph Attention Multi-Layer Perceptron Code
#25NARS-GAMLP+SCR-m
6734882
Number of params· 2021-12-08
SCR: Training Graph Neural Networks with Consistency Regularization Code
#26NARS-GAMLP+SCR
6734882
Number of params· 2021-12-08
SCR: Training Graph Neural Networks with Consistency Regularization Code
#27NARS-GAMLP
6734882
Number of params· 2022-06-09
Graph Attention Multi-Layer Perceptron Code
#28NARS-GAMLP
6734882
Number of params· 2022-06-09
Graph Attention Multi-Layer Perceptron Code
#29R-HGNN
5638053
Number of params· 2021-05-24
Heterogeneous Graph Representation Learning with Relation Awareness Code
#30LEGNN + AS-Train
5147997
Number of params· 2022-05-31
Label-Enhanced Graph Neural Network for Semi-supervised Node Classification Code
#31LEGNN
5147997
Number of params· 2022-05-31
Label-Enhanced Graph Neural Network for Semi-supervised Node Classification Code
#32PSHGCN (ComplEx embs)
4852434
Number of params· 2023-05-31
Spectral Heterogeneous Graph Convolutions via Positive Noncommutative Polynomials Code
#33PSHGCN
4852434
Number of params· 2023-05-31
Spectral Heterogeneous Graph Convolutions via Positive Noncommutative Polynomials Code
#34NARS
4130149
Number of params· 2020-11-19
Scalable Graph Neural Networks for Heterogeneous Graphs Code
#35NARS_SAGN+SLE
3846330
Number of params· 2021-04-19
Scalable and Adaptive Graph Neural Networks with Self-Label-Enhanced training Code
#36SIGN
3724645
Number of params· 2020-04-23
SIGN: Scalable Inception Graph Neural Networks Code
#37HGConv
2850405
Number of params· 2020-12-29
Hybrid Micro/Macro Level Convolution for Heterogeneous Graph Learning Code
#38CoLinkDistMLP
278202
Number of params· 2021-06-16
Distilling Self-Knowledge From Contrastive Links to Classify Graph Nodes Without Passing Messages Code
#39MLP
188509
Number of params· 2020-05-02
Open Graph Benchmark: Datasets for Machine Learning on Graphs Code