Link Property Prediction on ogbl-ddi

Metric: Number of params (higher is better)

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#	Model↕	Number of params▼	Extra Data	Paper	Date↕	Code
1	HyperFusion	976022023	No	-	-	-
2	Refined-GAE	13816833	No	Reconsidering the Performance of GAE in Link Pre...	2024-11-06	Code
3	ELGNN	10512391	No	Ensemble Learning for Graph Neural Networks	2023-10-22	Code
4	LRGA+GCN(Node2Vec+Augment)	10235281	No	-	-	-
5	GCN (node embedding)	5125250	No	Can GNNs Learn Link Heuristics? A Concise Review...	2024-11-22	Code
6	GDNN	3761665	No	-	-	-
7	GraphSAGE + Edge Attr	3761665	No	-	-	-
8	GraphSAGE+anchor distance	3760134	No	-	-	Code
9	GIDN@YITU	3506691	No	GIDN: A Lightweight Graph Inception Diffusion Ne...	2022-10-04	-
10	AGDN (AUC loss)	3506691	No	Adaptive Graph Diffusion Networks	2020-12-30	Code
11	PSG	3499009	No	Path-aware Siamese Graph Neural Network for Link...	2022-08-10	Code
12	PLNLP	3497473	No	Pairwise Learning for Neural Link Prediction	2021-12-06	Code
13	ELPH	2910817	No	-	-	-
14	BUDDY	2712931	No	-	-	-
15	DEA + JKNet	1763329	No	-	-	-
16	NGNN + GraphSAGE	1618433	No	Network In Graph Neural Network	2021-11-23	-
17	LRGA + GCN	1576081	No	Global Attention Improves Graph Networks General...	2020-06-14	Code
18	DeepWalk	1543913	No	DeepWalk: Online Learning of Social Representati...	2014-03-26	Code
19	NGNN + GCN	1487361	No	Network In Graph Neural Network	2021-11-23	-
20	GCN+JKNet	1421571	No	Semi-Supervised Classification with Graph Convol...	2016-09-09	Code
21	GraphSAGE+Edge Proposal Set	1421057	No	Edge Proposal Sets for Link Prediction	2021-06-30	Code
22	GraphSAGE	1421057	No	Inductive Representation Learning on Large Graphs	2017-06-07	Code
23	NeuralCommonNeighbor	1412098	No	Neural Common Neighbor with Completion for Link ...	2023-02-02	Code
24	GCN	1289985	No	Semi-Supervised Classification with Graph Convol...	2016-09-09	Code
25	MAD Learning	1228897	No	Memory-Associated Differential Learning	2021-02-10	Code
26	Matrix Factorization	1224193	No	Open Graph Benchmark: Datasets for Machine Learn...	2020-05-02	Code
27	CFLP (w/ JKNet)	837635	No	Learning from Counterfactual Links for Link Pred...	2021-06-03	Code
28	Node2vec	645249	No	node2vec: Scalable Feature Learning for Networks	2016-07-03	Code
29	SEAL	531138	No	Labeling Trick: A Theory of Using Graph Neural N...	2020-10-30	Code
30	Adamic Adar	0	No	-	-	-
31	Common Neighbor	0	No	-	-	-

#1HyperFusion
976022023
Number of params
No paper
#2Refined-GAESOTA
13816833
Number of params· 2024-11-06
Reconsidering the Performance of GAE in Link Prediction Code
#3ELGNNSOTA
10512391
Number of params· 2023-10-22
Ensemble Learning for Graph Neural Networks Code
#4LRGA+GCN(Node2Vec+Augment)
10235281
Number of params
No paper
#5GCN (node embedding)
5125250
Number of params· 2024-11-22
Can GNNs Learn Link Heuristics? A Concise Review and Evaluation of Link Prediction Methods Code
#6GDNN
3761665
Number of params
No paper
#7GraphSAGE + Edge Attr
3761665
Number of params
No paper
#8GraphSAGE+anchor distance
3760134
Number of params
No paperCode
#9GIDN@YITU
3506691
Number of params· 2022-10-04
GIDN: A Lightweight Graph Inception Diffusion Network for High-efficient Link Prediction
#10AGDN (AUC loss)SOTA
3506691
Number of params· 2020-12-30
Adaptive Graph Diffusion Networks Code
#11PSG
3499009
Number of params· 2022-08-10
Path-aware Siamese Graph Neural Network for Link Prediction Code
#12PLNLP
3497473
Number of params· 2021-12-06
Pairwise Learning for Neural Link Prediction Code
#13ELPH
2910817
Number of params
No paper
#14BUDDY
2712931
Number of params
No paper
#15DEA + JKNet
1763329
Number of params
No paper
#16NGNN + GraphSAGE
1618433
Number of params· 2021-11-23
Network In Graph Neural Network
#17LRGA + GCNSOTA
1576081
Number of params· 2020-06-14
Global Attention Improves Graph Networks Generalization Code
#18DeepWalkSOTA
1543913
Number of params· 2014-03-26
DeepWalk: Online Learning of Social Representations Code
#19NGNN + GCN
1487361
Number of params· 2021-11-23
Network In Graph Neural Network
#20GCN+JKNet
1421571
Number of params· 2016-09-09
Semi-Supervised Classification with Graph Convolutional Networks Code
#21GraphSAGE+Edge Proposal Set
1421057
Number of params· 2021-06-30
Edge Proposal Sets for Link Prediction Code
#22GraphSAGE
1421057
Number of params· 2017-06-07
Inductive Representation Learning on Large Graphs Code
#23NeuralCommonNeighbor
1412098
Number of params· 2023-02-02
Neural Common Neighbor with Completion for Link Prediction Code
#24GCN
1289985
Number of params· 2016-09-09
Semi-Supervised Classification with Graph Convolutional Networks Code
#25MAD Learning
1228897
Number of params· 2021-02-10
Memory-Associated Differential Learning Code
#26Matrix Factorization
1224193
Number of params· 2020-05-02
Open Graph Benchmark: Datasets for Machine Learning on Graphs Code
#27CFLP (w/ JKNet)
837635
Number of params· 2021-06-03
Learning from Counterfactual Links for Link Prediction Code
#28Node2vec
645249
Number of params· 2016-07-03
node2vec: Scalable Feature Learning for Networks Code
#29SEAL
531138
Number of params· 2020-10-30
Labeling Trick: A Theory of Using Graph Neural Networks for Multi-Node Representation Learning Code
#30Adamic Adar
0
Number of params
No paper
#31Common Neighbor
0
Number of params
No paper