Link Property Prediction on ogbl-citation2

Metric: Number of params (higher is better)

LeaderboardDataset

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Results

#	Model↕	Number of params▼	Extra Data	Paper	Date↕	Code
1	MPLP	749757283	No	Pure Message Passing Can Estimate Common Neighbo...	2023-09-02	Code
2	HPE - Pre-trained Initialized	749558528	No	-	-	-
3	Node2vec	374911105	No	node2vec: Scalable Feature Learning for Networks	2016-07-03	Code
4	Matrix Factorization	281113505	No	Open Graph Benchmark: Datasets for Machine Learn...	2020-05-02	Code
5	PLNLP	146514551	No	Pairwise Learning for Neural Link Prediction	2021-12-06	Code
6	S3GRL (PoS Plus)	142275001	No	Simplifying Subgraph Representation Learning for...	2023-01-29	Code
7	GraphGPT(d1n30)	133096832	No	GraphGPT: Graph Learning with Generative Pre-tra...	2023-12-31	Code
8	GraphGPT(SMTP)	46784128	No	GraphGPT: Graph Learning with Generative Pre-tra...	2023-12-31	Code
9	NGNN + SEAL	1134402	No	Network In Graph Neural Network	2021-11-23	-
10	CFG	686253	No	Circle Feature Graphormer: Can Circle Features S...	2023-09-11	Code
11	Full-batch GraphSAGE	460289	No	Inductive Representation Learning on Large Graphs	2017-06-07	Code
12	NeighborSampling (SAGE aggr)	460289	No	Inductive Representation Learning on Large Graphs	2017-06-07	Code
13	GCN + Heuristic Encoding	372674	No	Can GNNs Learn Link Heuristics? A Concise Review...	2024-11-22	Code
14	AGDN w/GraphSAINT	306716	No	Adaptive Graph Diffusion Networks	2020-12-30	Code
15	Full-batch GCN	296449	No	Semi-Supervised Classification with Graph Convol...	2016-09-09	Code
16	ClusterGCN (GCN aggr)	296449	No	Cluster-GCN: An Efficient Algorithm for Training...	2019-05-20	Code
17	GraphSAINT (GCN aggr)	296449	No	GraphSAINT: Graph Sampling Based Inductive Learn...	2019-07-10	Code
18	SEAL	260802	No	Labeling Trick: A Theory of Using Graph Neural N...	2020-10-30	Code
19	SIEG	256802	No	-	-	-
20	BUDDY	166531	No	-	-	-
21	SUREL	79617	No	Algorithm and System Co-design for Efficient Sub...	2022-02-28	Code
22	Adamic Adar	0	No	-	-	-
23	Common Neighbor	0	No	-	-	-