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 551–575 of 1949 papers

Title	Date	Tasks	Status	Score
Integrating Social Determinants of Health into Knowledge Graphs: Evaluating Prediction Bias and Fairness in Healthcare	Nov 29, 2024	FairnessKnowledge Graphs	CodeCode Available	5
Inter-domain Multi-relational Link Prediction	Jun 11, 2021	Link PredictionPrediction	CodeCode Available	5
Reliable Time Prediction in the Markov Stochastic Block Model	Apr 9, 2020	ClusteringCollaborative Filtering	CodeCode Available	5
Automatic Detection of COVID-19 Vaccine Misinformation with Graph Link Prediction	Aug 4, 2021	Link PredictionMisinformation	CodeCode Available	5
Inferring Networks of Substitutable and Complementary Products	Jun 29, 2015	Link PredictionRecommendation Systems	CodeCode Available	5
DeepNC: Deep Generative Network Completion	Jul 17, 2019	Link Prediction	CodeCode Available	5
Addressing the Impact of Localized Training Data in Graph Neural Networks	Jul 24, 2023	Anomaly DetectionGraph Generation	CodeCode Available	5
Influence-guided Data Augmentation for Neural Tensor Completion	Aug 23, 2021	Data AugmentationImputation	CodeCode Available	5
On the Ambiguity of Rank-Based Evaluation of Entity Alignment or Link Prediction Methods	Feb 17, 2020	Entity AlignmentInformativeness	CodeCode Available	5
Is a Single Vector Enough? Exploring Node Polysemy for Network Embedding	May 25, 2019	General ClassificationLanguage Modeling	CodeCode Available	5
Adaptive Spatiotemporal Augmentation for Improving Dynamic Graph Learning	Jan 17, 2025	Graph LearningLink Prediction	CodeCode Available	5
Automated Cognate Detection as a Supervised Link Prediction Task with Cognate Transformer	Feb 5, 2024	Link Prediction	CodeCode Available	5
Inductive Logical Query Answering in Knowledge Graphs	Oct 13, 2022	Complex Query AnsweringEntity Embeddings	CodeCode Available	5
Deep Insights into Noisy Pseudo Labeling on Graph Data	Oct 2, 2023	Graph LearningLink Prediction	CodeCode Available	5
DeepHGCN: Toward Deeper Hyperbolic Graph Convolutional Networks	Oct 3, 2023	Computational EfficiencyLink Prediction	CodeCode Available	5
Inductive Representation Learning in Temporal Networks via Mining Neighborhood and Community Influences	Oct 1, 2021	Link PredictionNode Classification	CodeCode Available	5
Deep Generative Models for Subgraph Prediction	Aug 7, 2024	Bayesian OptimizationGraph Learning	CodeCode Available	5
MetaGL: Evaluation-Free Selection of Graph Learning Models via Meta-Learning	Jun 18, 2022	BIG-bench Machine LearningGraph Learning	CodeCode Available	5
AutoGEL: An Automated Graph Neural Network with Explicit Link Information	Dec 2, 2021	Graph ClassificationGraph Neural Network	CodeCode Available	5
Deep Gaussian Embedding of Graphs: Unsupervised Inductive Learning via Ranking	Jul 12, 2017	Inductive LearningLink Prediction	CodeCode Available	5
DeepFork: Supervised Prediction of Information Diffusion in GitHub	Oct 17, 2019	BIG-bench Machine LearningLink Prediction	CodeCode Available	5
Inductive Link Prediction on N-ary Relational Facts via Semantic Hypergraph Reasoning	Mar 26, 2025	Inductive Link PredictionKnowledge Graphs	CodeCode Available	5
Deepened Graph Auto-Encoders Help Stabilize and Enhance Link Prediction	Mar 21, 2021	BenchmarkingClustering	CodeCode Available	5
Learning Heterogeneous Knowledge Base Embeddings for Explainable Recommendation	May 9, 2018	Collaborative FilteringExplainable Recommendation	CodeCode Available	5
Inductive Knowledge Graph Completion with GNNs and Rules: An Analysis	Aug 14, 2023	Inductive knowledge graph completionKnowledge Graph Completion	CodeCode Available	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