Link Property Prediction on ogbl-collab

Metric: Number of params (higher is better)

LeaderboardDataset

Loading chart...

Results

#	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