Link Property Prediction on ogbl-ppa

Metric: Number of params (higher is better)

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#	Model↕	Number of params▼	Extra Data	Paper	Date↕	Code
1	Refined-GAE	295848449	No	Reconsidering the Performance of GAE in Link Pre...	2024-11-06	Code
2	DeepWalk	150138741	No	DeepWalk: Online Learning of Social Representati...	2014-03-26	Code
3	GCN (node embedding)	148144898	No	Can GNNs Learn Link Heuristics? A Concise Review...	2024-11-22	Code
4	MPLP	147794531	No	Pure Message Passing Can Estimate Common Neighbo...	2023-09-02	Code
5	Matrix Factorization	147662849	No	Open Graph Benchmark: Datasets for Machine Learn...	2020-05-02	Code
6	GraphGPT(SMTP)	145263360	No	GraphGPT: Graph Learning with Generative Pre-tra...	2023-12-31	Code
7	Node2vec	73878913	No	node2vec: Scalable Feature Learning for Networks	2016-07-03	Code
8	AGDN	36904259	No	Adaptive Graph Diffusion Networks	2020-12-30	Code
9	S3GRL (PoS Plus)	32270001	No	Simplifying Subgraph Representation Learning for...	2023-01-29	Code
10	SIEG	1993965	No	-	-	-
11	NGNN + SEAL	735426	No	Network In Graph Neural Network	2021-11-23	-
12	SEAL	709122	No	Labeling Trick: A Theory of Using Graph Neural N...	2020-10-30	Code
13	NGNN + GraphSAGE	556033	No	Network In Graph Neural Network	2021-11-23	-
14	E2N	526851	No	Edge2Node: Reducing Edge Prediction to Node Clas...	2023-11-06	-
15	GraphSAGE	424449	No	Inductive Representation Learning on Large Graphs	2017-06-07	Code
16	NGNN + GCN	410113	No	Network In Graph Neural Network	2021-11-23	-
17	GCN	278529	No	Semi-Supervised Classification with Graph Convol...	2016-09-09	Code
18	MLP+CN&RA&AA	163330	No	-	-	-
19	SUREL+	52802	No	SUREL+: Moving from Walks to Sets for Scalable S...	2023-03-06	Code
20	SUREL+	52802	No	SUREL+: Moving from Walks to Sets for Scalable S...	2023-03-06	Code
21	Neural Common Neighbor	33538	No	Neural Common Neighbor with Completion for Link ...	2023-02-02	Code
22	BUDDY	644	No	-	-	-
23	RA+Edge Proposal Set	0	No	-	-	Code
24	Resource Allocation	0	No	-	-	Code
25	Adamic Adar	0	No	-	-	-
26	Common Neighbor	0	No	-	-	-

#1Refined-GAESOTA
295848449
Number of params· 2024-11-06
Reconsidering the Performance of GAE in Link Prediction Code
#2DeepWalkSOTA
150138741
Number of params· 2014-03-26
DeepWalk: Online Learning of Social Representations Code
#3GCN (node embedding)
148144898
Number of params· 2024-11-22
Can GNNs Learn Link Heuristics? A Concise Review and Evaluation of Link Prediction Methods Code
#4MPLP
147794531
Number of params· 2023-09-02
Pure Message Passing Can Estimate Common Neighbor for Link Prediction Code
#5Matrix Factorization
147662849
Number of params· 2020-05-02
Open Graph Benchmark: Datasets for Machine Learning on Graphs Code
#6GraphGPT(SMTP)
145263360
Number of params· 2023-12-31
GraphGPT: Graph Learning with Generative Pre-trained Transformers Code
#7Node2vec
73878913
Number of params· 2016-07-03
node2vec: Scalable Feature Learning for Networks Code
#8AGDN
36904259
Number of params· 2020-12-30
Adaptive Graph Diffusion Networks Code
#9S3GRL (PoS Plus)
32270001
Number of params· 2023-01-29
Simplifying Subgraph Representation Learning for Scalable Link Prediction Code
#10SIEG
1993965
Number of params
No paper
#11NGNN + SEAL
735426
Number of params· 2021-11-23
Network In Graph Neural Network
#12SEAL
709122
Number of params· 2020-10-30
Labeling Trick: A Theory of Using Graph Neural Networks for Multi-Node Representation Learning Code
#13NGNN + GraphSAGE
556033
Number of params· 2021-11-23
Network In Graph Neural Network
#14** E2N**
526851
Number of params· 2023-11-06
Edge2Node: Reducing Edge Prediction to Node Classification
#15GraphSAGE
424449
Number of params· 2017-06-07
Inductive Representation Learning on Large Graphs Code
#16NGNN + GCN
410113
Number of params· 2021-11-23
Network In Graph Neural Network
#17GCN
278529
Number of params· 2016-09-09
Semi-Supervised Classification with Graph Convolutional Networks Code
#18MLP+CN&RA&AA
163330
Number of params
No paper
#19SUREL+
52802
Number of params· 2023-03-06
SUREL+: Moving from Walks to Sets for Scalable Subgraph-based Graph Representation Learning Code
#20SUREL+
52802
Number of params· 2023-03-06
SUREL+: Moving from Walks to Sets for Scalable Subgraph-based Graph Representation Learning Code
#21**Neural Common Neighbor **
33538
Number of params· 2023-02-02
Neural Common Neighbor with Completion for Link Prediction Code
#22BUDDY
644
Number of params
No paper
#23RA+Edge Proposal Set
0
Number of params
No paperCode
#24Resource Allocation
0
Number of params
No paperCode
#25Adamic Adar
0
Number of params
No paper
#26Common Neighbor
0
Number of params
No paper