Link Property Prediction on ogbl-citation2

Metric: Number of params (higher is better)

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#	Model↕	Number of params▼	Extra Data	Paper	Date↕	Code
1	MPLP	749757283	No	Pure Message Passing Can Estimate Common Neighbo...	2023-09-02	Code
2	HPE - Pre-trained Initialized	749558528	No	-	-	-
3	Node2vec	374911105	No	node2vec: Scalable Feature Learning for Networks	2016-07-03	Code
4	Matrix Factorization	281113505	No	Open Graph Benchmark: Datasets for Machine Learn...	2020-05-02	Code
5	PLNLP	146514551	No	Pairwise Learning for Neural Link Prediction	2021-12-06	Code
6	S3GRL (PoS Plus)	142275001	No	Simplifying Subgraph Representation Learning for...	2023-01-29	Code
7	GraphGPT(d1n30)	133096832	No	GraphGPT: Graph Learning with Generative Pre-tra...	2023-12-31	Code
8	GraphGPT(SMTP)	46784128	No	GraphGPT: Graph Learning with Generative Pre-tra...	2023-12-31	Code
9	NGNN + SEAL	1134402	No	Network In Graph Neural Network	2021-11-23	-
10	CFG	686253	No	Circle Feature Graphormer: Can Circle Features S...	2023-09-11	Code
11	Full-batch GraphSAGE	460289	No	Inductive Representation Learning on Large Graphs	2017-06-07	Code
12	NeighborSampling (SAGE aggr)	460289	No	Inductive Representation Learning on Large Graphs	2017-06-07	Code
13	GCN + Heuristic Encoding	372674	No	Can GNNs Learn Link Heuristics? A Concise Review...	2024-11-22	Code
14	AGDN w/GraphSAINT	306716	No	Adaptive Graph Diffusion Networks	2020-12-30	Code
15	Full-batch GCN	296449	No	Semi-Supervised Classification with Graph Convol...	2016-09-09	Code
16	ClusterGCN (GCN aggr)	296449	No	Cluster-GCN: An Efficient Algorithm for Training...	2019-05-20	Code
17	GraphSAINT (GCN aggr)	296449	No	GraphSAINT: Graph Sampling Based Inductive Learn...	2019-07-10	Code
18	SEAL	260802	No	Labeling Trick: A Theory of Using Graph Neural N...	2020-10-30	Code
19	SIEG	256802	No	-	-	-
20	BUDDY	166531	No	-	-	-
21	SUREL	79617	No	Algorithm and System Co-design for Efficient Sub...	2022-02-28	Code
22	Adamic Adar	0	No	-	-	-
23	Common Neighbor	0	No	-	-	-

#1MPLPSOTA
749757283
Number of params· 2023-09-02
Pure Message Passing Can Estimate Common Neighbor for Link Prediction Code
#2HPE - Pre-trained Initialized
749558528
Number of params
No paper
#3Node2vecSOTA
374911105
Number of params· 2016-07-03
node2vec: Scalable Feature Learning for Networks Code
#4Matrix Factorization
281113505
Number of params· 2020-05-02
Open Graph Benchmark: Datasets for Machine Learning on Graphs Code
#5PLNLP
146514551
Number of params· 2021-12-06
Pairwise Learning for Neural Link Prediction Code
#6S3GRL (PoS Plus)
142275001
Number of params· 2023-01-29
Simplifying Subgraph Representation Learning for Scalable Link Prediction Code
#7GraphGPT(d1n30)
133096832
Number of params· 2023-12-31
GraphGPT: Graph Learning with Generative Pre-trained Transformers Code
#8GraphGPT(SMTP)
46784128
Number of params· 2023-12-31
GraphGPT: Graph Learning with Generative Pre-trained Transformers Code
#9NGNN + SEAL
1134402
Number of params· 2021-11-23
Network In Graph Neural Network
#10CFG
686253
Number of params· 2023-09-11
Circle Feature Graphormer: Can Circle Features Stimulate Graph Transformer?Code
#11Full-batch GraphSAGE
460289
Number of params· 2017-06-07
Inductive Representation Learning on Large Graphs Code
#12NeighborSampling (SAGE aggr)
460289
Number of params· 2017-06-07
Inductive Representation Learning on Large Graphs Code
#13GCN + Heuristic Encoding
372674
Number of params· 2024-11-22
Can GNNs Learn Link Heuristics? A Concise Review and Evaluation of Link Prediction Methods Code
#14AGDN w/GraphSAINT
306716
Number of params· 2020-12-30
Adaptive Graph Diffusion Networks Code
#15Full-batch GCN
296449
Number of params· 2016-09-09
Semi-Supervised Classification with Graph Convolutional Networks Code
#16ClusterGCN (GCN aggr)
296449
Number of params· 2019-05-20
Cluster-GCN: An Efficient Algorithm for Training Deep and Large Graph Convolutional Networks Code
#17GraphSAINT (GCN aggr)
296449
Number of params· 2019-07-10
GraphSAINT: Graph Sampling Based Inductive Learning Method Code
#18SEAL
260802
Number of params· 2020-10-30
Labeling Trick: A Theory of Using Graph Neural Networks for Multi-Node Representation Learning Code
#19SIEG
256802
Number of params
No paper
#20BUDDY
166531
Number of params
No paper
#21SUREL
79617
Number of params· 2022-02-28
Algorithm and System Co-design for Efficient Subgraph-based Graph Representation Learning Code
#22Adamic Adar
0
Number of params
No paper
#23Common Neighbor
0
Number of params
No paper