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 926–950 of 1949 papers

Title	Date	Tasks	Status	Score
Inductive Logical Query Answering in Knowledge Graphs	Oct 13, 2022	Complex Query AnsweringEntity Embeddings	CodeCode Available	5
Efficient Link Prediction via GNN Layers Induced by Negative Sampling	Oct 14, 2023	DecoderLink Prediction	CodeCode Available	5
CANE: Context-Aware Network Embedding for Relation Modeling	Jul 1, 2017	Community DetectionLink Prediction	CodeCode Available	5
JNET: Learning User Representations via Joint Network Embedding and Topic Embedding	Dec 1, 2019	Link PredictionNetwork Embedding	CodeCode Available	5
Regex Queries over Incomplete Knowledge Bases	May 1, 2020	Knowledge Base CompletionLink Prediction	CodeCode Available	5
Reliable Time Prediction in the Markov Stochastic Block Model	Apr 9, 2020	ClusteringCollaborative Filtering	CodeCode Available	5
Anticipating Technical Expertise and Capability Evolution in Research Communities using Dynamic Graph Transformers	Jul 18, 2023	Graph Neural NetworkLink Prediction	CodeCode Available	5
Efficient and Privacy-Preserved Link Prediction via Condensed Graphs	Mar 15, 2025	Link PredictionNode Classification	CodeCode Available	5
Double Equivariance for Inductive Link Prediction for Both New Nodes and New Relation Types	Feb 2, 2023	Inductive Link PredictionKnowledge Graph Completion	CodeCode Available	5
CAFIN: Centrality Aware Fairness inducing IN-processing for Unsupervised Representation Learning on Graphs	Apr 10, 2023	FairnessGraph Learning	CodeCode Available	5
Is a Single Vector Enough? Exploring Node Polysemy for Network Embedding	May 25, 2019	General ClassificationLanguage Modeling	CodeCode Available	5
Item Tagging for Information Retrieval: A Tripartite Graph Neural Network based Approach	Aug 26, 2020	Graph Neural NetworkInformation Retrieval	CodeCode Available	5
The CAT SET on the MAT: Cross Attention for Set Matching in Bipartite Hypergraphs	Oct 30, 2021	Link Predictionset matching	CodeCode Available	5
Investigating Robustness and Interpretability of Link Prediction via Adversarial Modifications	May 2, 2019	Link PredictionSensitivity	CodeCode Available	5
The maximum capability of a topological feature in link prediction	Jun 30, 2022	feature selectionLink Prediction	CodeCode Available	5
BScNets: Block Simplicial Complex Neural Networks	Dec 13, 2021	Graph LearningLink Prediction	CodeCode Available	5
The unknown knowns: a graph-based approach for temporal COVID-19 literature mining	Mar 23, 2021	graph constructionGraph Generation	CodeCode Available	5
IRT2: Inductive Linking and Ranking in Knowledge Graphs of Varying Scale	Jan 2, 2023	Inductive Link PredictionKnowledge Graphs	CodeCode Available	5
BSAL: A Framework of Bi-component Structure and Attribute Learning for Link Prediction	Apr 18, 2022	AttributeGraph Classification	CodeCode Available	5
Adversarial Permutation Guided Node Representations for Link Prediction	Dec 13, 2020	Link PredictionPrediction	CodeCode Available	5
Integrating Structural and Semantic Signals in Text-Attributed Graphs with BiGTex	Apr 16, 2025	Link PredictionNode Classification	CodeCode Available	5
Is a Single Embedding Enough? Learning Node Representations that Capture Multiple Social Contexts	May 6, 2019	Graph EmbeddingLink Prediction	CodeCode Available	5
Iteratively Learning Representations for Unseen Entities with Inter-Rule Correlations	May 17, 2023	Knowledge Graph CompletionKnowledge Graphs	CodeCode Available	5
DRUM: End-To-End Differentiable Rule Mining On Knowledge Graphs	Oct 31, 2019	Inductive knowledge graph completionInductive Link Prediction	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

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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