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 851–875 of 1949 papers

Title	Date	Tasks	Status	Score
Interpretable Signed Link Prediction with Signed Infomax Hyperbolic Graph	Nov 25, 2020	Link Prediction	CodeCode Available	5
Relational Boosted Bandits	Dec 16, 2020	AttributeDescriptive	CodeCode Available	5
A Robust and Generalized Framework for Adversarial Graph Embedding	May 22, 2021	Generative Adversarial NetworkGraph Embedding	CodeCode Available	5
Integrating Structural and Semantic Signals in Text-Attributed Graphs with BiGTex	Apr 16, 2025	Link PredictionNode Classification	CodeCode Available	5
Encoding Robust Representation for Graph Generation	Sep 28, 2018	DecoderGraph Generation	CodeCode Available	5
CausalLP: Learning causal relations with weighted knowledge graph link prediction	Apr 23, 2024	Causal DiscoveryGraph Embedding	CodeCode Available	5
Adversarial Sets for Regularising Neural Link Predictors	Jul 24, 2017	Link PredictionRelational Reasoning	CodeCode Available	5
How Low Can You Go? Searching for the Intrinsic Dimensionality of Complex Networks using Metric Node Embeddings	Mar 3, 2025	Community DetectionLink Prediction	CodeCode Available	5
A Deep Probabilistic Framework for Continuous Time Dynamic Graph Generation	Dec 20, 2024	Anomaly DetectionData Augmentation	CodeCode Available	5
How Neural Processes Improve Graph Link Prediction	Sep 30, 2021	Inductive LearningInductive Link Prediction	CodeCode Available	5
Replacing Paths with Connection-Biased Attention for Knowledge Graph Completion	Oct 1, 2024	Hyperparameter OptimizationKnowledge Graph Completion	CodeCode Available	5
InteractE: Improving Convolution-based Knowledge Graph Embeddings by Increasing Feature Interactions	Nov 1, 2019	Knowledge Graph EmbeddingsKnowledge Graphs	CodeCode Available	5
Invariant Link Selector for Spatial-Temporal Out-of-Distribution Problem	May 30, 2025	Citation RecommendationLink Prediction	CodeCode Available	5
EM-RBR: a reinforced framework for knowledge graph completion from reasoning perspective	Sep 18, 2020	Knowledge Graph CompletionLink Prediction	CodeCode Available	5
Influence-guided Data Augmentation for Neural Tensor Completion	Aug 23, 2021	Data AugmentationImputation	CodeCode Available	5
Rethinking the positive role of cluster structure in complex networks for link prediction tasks	Nov 4, 2022	ClusteringLink Prediction	CodeCode Available	5
Embedding Ontologies via Incorporating Extensional and Intensional Knowledge	Jan 20, 2024	Language ModelingLanguage Modelling	CodeCode Available	5
Human Action Co-occurrence in Lifestyle Vlogs using Graph Link Prediction	Sep 12, 2023	Link Prediction	CodeCode Available	5
Embedding Multimodal Relational Data for Knowledge Base Completion	Sep 5, 2018	ImputationKnowledge Base Completion	CodeCode Available	5
ABG-NAS: Adaptive Bayesian Genetic Neural Architecture Search for Graph Representation Learning	Apr 30, 2025	Graph Neural NetworkGraph Representation Learning	CodeCode Available	5
Integrating Knowledge Graph embedding and pretrained Language Models in Hypercomplex Spaces	Aug 4, 2022	Graph EmbeddingKnowledge Graph Embedding	CodeCode Available	5
Embedding Knowledge Graphs Attentive to Positional and Centrality Qualities	Jun 1, 2021	Graph EmbeddingKnowledge Graph Embedding	CodeCode Available	5
Reliable Time Prediction in the Markov Stochastic Block Model	Apr 9, 2020	ClusteringCollaborative Filtering	CodeCode Available	5
Inferring Networks of Substitutable and Complementary Products	Jun 29, 2015	Link PredictionRecommendation Systems	CodeCode Available	5
Integrating Social Determinants of Health into Knowledge Graphs: Evaluating Prediction Bias and Fairness in Healthcare	Nov 29, 2024	FairnessKnowledge Graphs	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	MEI (small)	Hits@10	0.96	—	Unverified
9	ComplEx-N3 (reciprocal)	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