Link Property Prediction on ogbl-ddi

Metric: Number of params (higher is better)

LeaderboardDataset

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Results

#	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	-	-	-