Link Property Prediction on ogbl-collab

Metric: Number of params (higher is better)

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#	Model↕	Number of params▼	Extra Data	Paper	Date↕	Code
1	HyperFusion	1064446212	No	-	-	-
2	TopoLink	483363845	No	-	-	-
3	Refined-GAE	126669825	No	Reconsidering the Performance of GAE in Link Pre...	2024-11-06	Code
4	DeepWalk	61390187	No	DeepWalk: Online Learning of Social Representati...	2014-03-26	Code
5	Matrix Factorization	60514049	No	Open Graph Benchmark: Datasets for Machine Learn...	2020-05-02	Code
6	GIDN@YITU	60449025	No	GIDN: A Lightweight Graph Inception Diffusion Ne...	2022-10-04	-
7	PLNLP+ LRGA	35200656	No	Global Attention Improves Graph Networks General...	2020-06-14	Code
8	PLNLP (val as input)	35112192	No	Pairwise Learning for Neural Link Prediction	2021-12-06	Code
9	PLNLP + SIGN	34980864	No	-	-	-
10	PLNLP (random walk aug.)	34980864	No	Pairwise Learning for Neural Link Prediction	2021-12-06	Code
11	Node2vec	30322945	No	node2vec: Scalable Feature Learning for Networks	2016-07-03	Code
12	HOP-REC	30191104	No	-	-	-
13	S3GRL (PoS Plus)	5913025	No	Simplifying Subgraph Representation Learning for...	2023-01-29	Code
14	ELPH	3284065	No	-	-	-
15	BUDDY	1184867	No	-	-	-
16	LRGA + GCN	1069489	No	Global Attention Improves Graph Networks General...	2020-06-14	Code
17	NGNN + GraphSAGE	591873	No	Network In Graph Neural Network	2021-11-23	-
18	E2N	526851	No	Edge2Node: Reducing Edge Prediction to Node Clas...	2023-11-06	-
19	SEAL-nofeat (val as input)	501570	No	Labeling Trick: A Theory of Using Graph Neural N...	2020-10-30	Code
20	SEAL-nofeat	501570	No	Labeling Trick: A Theory of Using Graph Neural N...	2020-10-30	Code
21	GraphSAGE (val as input)	460289	No	Inductive Representation Learning on Large Graphs	2017-06-07	Code
22	GraphSAGE	460289	No	Inductive Representation Learning on Large Graphs	2017-06-07	Code
23	GraphSAGE (val as input)	460289	No	Inductive Representation Learning on Large Graphs	2017-06-07	Code
24	NGNN + GCN	428033	No	Network In Graph Neural Network	2021-11-23	-
25	GCN (val as input)	296449	No	Semi-Supervised Classification with Graph Convol...	2016-09-09	Code
26	GCN	296449	No	Semi-Supervised Classification with Graph Convol...	2016-09-09	Code
27	DeeperGCN	117383	No	DeeperGCN: All You Need to Train Deeper GCNs	2020-06-13	Code
28	Adamic Adar+Edge Proposal Set	0	No	-	-	Code
29	Adamic Adar	0	No	-	-	-
30	Common Neighbor	0	No	-	-	-
31	Jaccard Index	0	No	-	-	Code

#1HyperFusion
1064446212
Number of params
No paper
#2TopoLink
483363845
Number of params
No paper
#3Refined-GAESOTA
126669825
Number of params· 2024-11-06
Reconsidering the Performance of GAE in Link Prediction Code
#4DeepWalkSOTA
61390187
Number of params· 2014-03-26
DeepWalk: Online Learning of Social Representations Code
#5Matrix Factorization
60514049
Number of params· 2020-05-02
Open Graph Benchmark: Datasets for Machine Learning on Graphs Code
#6GIDN@YITU
60449025
Number of params· 2022-10-04
GIDN: A Lightweight Graph Inception Diffusion Network for High-efficient Link Prediction
#7PLNLP+ LRGA
35200656
Number of params· 2020-06-14
Global Attention Improves Graph Networks Generalization Code
#8PLNLP (val as input)
35112192
Number of params· 2021-12-06
Pairwise Learning for Neural Link Prediction Code
#9PLNLP + SIGN
34980864
Number of params
No paper
#10PLNLP (random walk aug.)
34980864
Number of params· 2021-12-06
Pairwise Learning for Neural Link Prediction Code
#11Node2vec
30322945
Number of params· 2016-07-03
node2vec: Scalable Feature Learning for Networks Code
#12HOP-REC
30191104
Number of params
No paper
#13S3GRL (PoS Plus)
5913025
Number of params· 2023-01-29
Simplifying Subgraph Representation Learning for Scalable Link Prediction Code
#14ELPH
3284065
Number of params
No paper
#15BUDDY
1184867
Number of params
No paper
#16LRGA + GCN
1069489
Number of params· 2020-06-14
Global Attention Improves Graph Networks Generalization Code
#17NGNN + GraphSAGE
591873
Number of params· 2021-11-23
Network In Graph Neural Network
#18E2N
526851
Number of params· 2023-11-06
Edge2Node: Reducing Edge Prediction to Node Classification
#19SEAL-nofeat (val as input)
501570
Number of params· 2020-10-30
Labeling Trick: A Theory of Using Graph Neural Networks for Multi-Node Representation Learning Code
#20SEAL-nofeat
501570
Number of params· 2020-10-30
Labeling Trick: A Theory of Using Graph Neural Networks for Multi-Node Representation Learning Code
#21GraphSAGE (val as input)
460289
Number of params· 2017-06-07
Inductive Representation Learning on Large Graphs Code
#22GraphSAGE
460289
Number of params· 2017-06-07
Inductive Representation Learning on Large Graphs Code
#23GraphSAGE (val as input)
460289
Number of params· 2017-06-07
Inductive Representation Learning on Large Graphs Code
#24NGNN + GCN
428033
Number of params· 2021-11-23
Network In Graph Neural Network
#25GCN (val as input)
296449
Number of params· 2016-09-09
Semi-Supervised Classification with Graph Convolutional Networks Code
#26GCN
296449
Number of params· 2016-09-09
Semi-Supervised Classification with Graph Convolutional Networks Code
#27DeeperGCN
117383
Number of params· 2020-06-13
DeeperGCN: All You Need to Train Deeper GCNs Code
#28Adamic Adar+Edge Proposal Set
0
Number of params
No paperCode
#29Adamic Adar
0
Number of params
No paper
#30Common Neighbor
0
Number of params
No paper
#31Jaccard Index
0
Number of params
No paperCode