Link Prediction

Link Prediction is a task in graph and network analysis where the goal is to predict missing or future connections between nodes in a network. Given a partially observed network, the goal of link prediction is to infer which links are most likely to be added or missing based on the observed connections and the structure of the network.

( Image credit: Inductive Representation Learning on Large Graphs )

Papers

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 401–425 of 1949 papers

Title	Date	Tasks	Status	Hype	Score
SEEK: Segmented Embedding of Knowledge Graphs	May 2, 2020	Graph EmbeddingKnowledge Graph Embedding	CodeCode Available	1	5
GRAPE for Fast and Scalable Graph Processing and random walk-based Embedding	Oct 12, 2021	Edge ClassificationGraph Representation Learning	CodeCode Available	1	5
Automatic Relation-aware Graph Network Proliferation	May 31, 2022	Graph ClassificationGraph Learning	CodeCode Available	1	5
Self-Explainable Temporal Graph Networks based on Graph Information Bottleneck	Jun 19, 2024	Link PredictionPrediction	CodeCode Available	1	5
Self-supervised Auxiliary Learning for Graph Neural Networks via Meta-Learning	Mar 1, 2021	Auxiliary LearningGraph Neural Network	CodeCode Available	1	5
Graph Attention Networks	Oct 30, 2017	Document ClassificationGraph Attention	CodeCode Available	1	5
DegreEmbed: incorporating entity embedding into logic rule learning for knowledge graph reasoning	Dec 18, 2021	Knowledge GraphsLink Prediction	CodeCode Available	1	5
Graph Convolutional Matrix Completion	Jun 7, 2017	Collaborative FilteringLink Prediction	CodeCode Available	1	5
Demographic Aware Probabilistic Medical Knowledge Graph Embeddings of Electronic Medical Records	Mar 22, 2021	Knowledge Graph EmbeddingsKnowledge Graphs	CodeCode Available	1	5
AutoRDF2GML: Facilitating RDF Integration in Graph Machine Learning	Jul 26, 2024	Graph ClassificationKnowledge Graphs	CodeCode Available	1	5
Pseudo-Riemannian Graph Convolutional Networks	Jun 6, 2021	Graph ReconstructionInductive Bias	CodeCode Available	1	5
Sem@K: Is my knowledge graph embedding model semantic-aware?	Jan 13, 2023	Graph EmbeddingKnowledge Graph Embedding	CodeCode Available	1	5
Modeling Polypharmacy and Predicting Drug-Drug Interactions using Deep Generative Models on Multimodal Graphs	Feb 17, 2023	Link Prediction	CodeCode Available	1	5
Signed Graph Attention Networks	Jun 26, 2019	Graph AttentionGraph Neural Network	CodeCode Available	1	5
DHGE: Dual-View Hyper-Relational Knowledge Graph Embedding for Link Prediction and Entity Typing	Jul 18, 2022	AttributeEntity Typing	CodeCode Available	1	5
Differentiable Reasoning on Large Knowledge Bases and Natural Language	Dec 17, 2019	Link PredictionQuestion Answering	CodeCode Available	1	5
Graph Neural Prompting with Large Language Models	Sep 27, 2023	Graph Neural NetworkKnowledge Graphs	CodeCode Available	1	5
[Re] Improving Multi-hop Question Answering over Knowledge Graphs using Knowledge Base Embeddings	Jan 31, 2021	Answer SelectionGraph Embedding	CodeCode Available	1	5
Graph InfoClust: Leveraging cluster-level node information for unsupervised graph representation learning	Sep 15, 2020	ClusteringGraph Representation Learning	CodeCode Available	1	5
Graph Neural Networks for Link Prediction with Subgraph Sketching	Sep 30, 2022	GPULink Prediction	CodeCode Available	1	5
Diffusion-based Negative Sampling on Graphs for Link Prediction	Mar 25, 2024	Link PredictionPrediction	CodeCode Available	1	5
Space-Time Correspondence as a Contrastive Random Walk	Jun 25, 2020	Dense Pixel Correspondence EstimationLink Prediction	CodeCode Available	1	5
An Effective Graph Learning based Approach for Temporal Link Prediction: The First Place of WSDM Cup 2022	Mar 1, 2022	AttributeGraph Learning	CodeCode Available	1	5
Bridging the Gap between Community and Node Representations: Graph Embedding via Community Detection	Dec 17, 2019	Community DetectionGraph Embedding	CodeCode Available	0	5
A Pure Transformer Pretraining Framework on Text-attributed Graphs	Jun 19, 2024	Link PredictionNode Classification	CodeCode Available	0	5

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All datasets FB15k-237 WN18RR WN18 FB15k YAGO3-10 ICEWS05-15 ICEWS14 Citeseer Cora Pubmed Wikidata5M GDELT

Benchmark Results

#	Model	Metric	Claimed	Verified	Status
1	AutoKGE	Hits@10	0.56	—	Unverified
2	CP-N3-RP	Hits@10	0.55	—	Unverified
3	DistMult (after variational EM)	Hits@10	0.55	—	Unverified
4	KG-R3	Hits@10	0.54	—	Unverified
5	LASS	Hits@10	0.53	—	Unverified
6	MDE_adv	Hits@10	0.53	—	Unverified
7	GFA-NN	Hits@10	0.52	—	Unverified
8	KGRefiner	Hits@10	0.49	—	Unverified
9	ComplEx NSCaching	Hits@10	0.48	—	Unverified
10	LogicENN	Hits@10	0.47	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	MoCoKGC	Hits@10	0.88	—	Unverified
2	KERMIT	Hits@10	0.83	—	Unverified
3	MoCoSA	Hits@10	0.82	—	Unverified
4	SimKGCIB(+PB+SN)	Hits@10	0.82	—	Unverified
5	C-LMKE(bert-base)	Hits@10	0.79	—	Unverified
6	LASS	Hits@10	0.79	—	Unverified
7	LP-BERT	Hits@10	0.75	—	Unverified
8	KGLM	Hits@10	0.74	—	Unverified
9	StAR(Self-Adp)	Hits@10	0.71	—	Unverified
10	PALT	Hits@10	0.69	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	OpenKE (han2018openke)	training time (s)	11	—	Unverified
2	LibKGE (ruffinelli2020you)	training time (s)	10	—	Unverified
3	GraphVite (zhu2019graphvite)	training time (s)	6	—	Unverified
4	Inverse Model	Hits@10	0.96	—	Unverified
5	QuatDE	Hits@10	0.96	—	Unverified
6	LineaRE	Hits@10	0.96	—	Unverified
7	AutoKGE	Hits@10	0.96	—	Unverified
8	ComplEx-N3 (reciprocal)	Hits@10	0.96	—	Unverified
9	MEI (small)	Hits@10	0.96	—	Unverified
10	RotatE	Hits@10	0.96	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	OPTransE	Hits@10	0.9	—	Unverified
2	AutoKGE	MRR	0.86	—	Unverified
3	ComplEx-N3 (reciprocal)	MRR	0.86	—	Unverified
4	LineaRE	MRR	0.84	—	Unverified
5	DistMult (after variational EM)	MRR	0.84	—	Unverified
6	QuatE	MRR	0.83	—	Unverified
7	SEEK	MRR	0.83	—	Unverified
8	MEI-BTD	MRR	0.81	—	Unverified
9	MEI (small)	MRR	0.8	—	Unverified
10	pRotatE	MRR	0.8	—	Unverified