Node Property Prediction on ogbn-papers100M

Metric: Number of params (higher is better)

LeaderboardDataset

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#	Model↕	Number of params▼	Extra Data	Paper	Date↕	Code
1	Node2vec	14215818412	No	node2vec: Scalable Feature Learning for Networks	2016-07-03	Code
2	GLEM+GIANT+GAMLP	154775375	No	Learning on Large-scale Text-attributed Graphs v...	2022-10-26	Code
3	GAMLP+RLU+SCR	67560875	No	SCR: Training Graph Neural Networks with Consist...	2021-12-08	Code
4	GAMLP+SCR-m	67560875	No	SCR: Training Graph Neural Networks with Consist...	2021-12-08	Code
5	GAMLP+SCR	67560875	No	SCR: Training Graph Neural Networks with Consist...	2021-12-08	Code
6	GIANT-XRT+GAMLP+RLU (use raw text)	21551631	No	Node Feature Extraction by Self-Supervised Multi...	2021-10-29	Code
7	FSGNN	16453301	No	Improving Graph Neural Networks with Simple Arch...	2021-05-17	Code
8	GAMLP+RLU	16308751	No	-	-	-
9	GAMLP	16308751	No	-	-	-
10	SAGN+SLE (4 stages)	8556888	No	Scalable and Adaptive Graph Neural Networks with...	2021-04-19	Code
11	SAGN+SLE	8556888	No	Scalable and Adaptive Graph Neural Networks with...	2021-04-19	Code
12	SIGN-XL	7180460	No	SIGN: Scalable Inception Graph Neural Networks	2020-04-23	Code
13	SAGN	6098092	No	Scalable and Adaptive Graph Neural Networks with...	2021-04-19	Code
14	GraphSAGE_res_incep	5755172	No	Inductive Representation Learning on Large Graphs	2017-06-07	Code
15	shaDow-GAT	4205544	No	Decoupling the Depth and Scope of Graph Neural N...	2022-01-19	Code
16	SIGN	1008812	No	SIGN: Scalable Inception Graph Neural Networks	2020-04-23	Code
17	TransformerConv	883378	No	Masked Label Prediction: Unified Message Passing...	2020-09-08	Code
18	SGC	144044	No	Simplifying Graph Convolutional Networks	2019-02-19	Code
19	MLP	144044	No	Open Graph Benchmark: Datasets for Machine Learn...	2020-05-02	Code
20	PCAPass + LightGBM	0	No	-	-	Code

#1Node2vecSOTA
14215818412
Number of params· 2016-07-03
node2vec: Scalable Feature Learning for Networks Code
#2GLEM+GIANT+GAMLP
154775375
Number of params· 2022-10-26
Learning on Large-scale Text-attributed Graphs via Variational Inference Code
#3GAMLP+RLU+SCR
67560875
Number of params· 2021-12-08
SCR: Training Graph Neural Networks with Consistency Regularization Code
#4GAMLP+SCR-m
67560875
Number of params· 2021-12-08
SCR: Training Graph Neural Networks with Consistency Regularization Code
#5GAMLP+SCR
67560875
Number of params· 2021-12-08
SCR: Training Graph Neural Networks with Consistency Regularization Code
#6GIANT-XRT+GAMLP+RLU (use raw text)
21551631
Number of params· 2021-10-29
Node Feature Extraction by Self-Supervised Multi-scale Neighborhood Prediction Code
#7FSGNN
16453301
Number of params· 2021-05-17
Improving Graph Neural Networks with Simple Architecture Design Code
#8GAMLP+RLU
16308751
Number of params
No paper
#9GAMLP
16308751
Number of params
No paper
#10SAGN+SLE (4 stages)
8556888
Number of params· 2021-04-19
Scalable and Adaptive Graph Neural Networks with Self-Label-Enhanced training Code
#11SAGN+SLE
8556888
Number of params· 2021-04-19
Scalable and Adaptive Graph Neural Networks with Self-Label-Enhanced training Code
#12SIGN-XL
7180460
Number of params· 2020-04-23
SIGN: Scalable Inception Graph Neural Networks Code
#13SAGN
6098092
Number of params· 2021-04-19
Scalable and Adaptive Graph Neural Networks with Self-Label-Enhanced training Code
#14GraphSAGE_res_incep
5755172
Number of params· 2017-06-07
Inductive Representation Learning on Large Graphs Code
#15shaDow-GAT
4205544
Number of params· 2022-01-19
Decoupling the Depth and Scope of Graph Neural Networks Code
#16SIGN
1008812
Number of params· 2020-04-23
SIGN: Scalable Inception Graph Neural Networks Code
#17TransformerConv
883378
Number of params· 2020-09-08
Masked Label Prediction: Unified Message Passing Model for Semi-Supervised Classification Code
#18SGC
144044
Number of params· 2019-02-19
Simplifying Graph Convolutional Networks Code
#19MLP
144044
Number of params· 2020-05-02
Open Graph Benchmark: Datasets for Machine Learning on Graphs Code
#20PCAPass + LightGBM
0
Number of params
No paperCode