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 901–925 of 1949 papers

Title	Date	Tasks	Status	Score
Calibrating and Improving Graph Contrastive Learning	Jan 27, 2021	Contrastive LearningGraph Clustering	CodeCode Available	5
Distill2Vec: Dynamic Graph Representation Learning with Knowledge Distillation	Nov 11, 2020	Graph Representation LearningKnowledge Distillation	CodeCode Available	5
Can NetGAN be improved on short random walks?	May 13, 2019	Link Prediction	CodeCode Available	5
Investigating Robustness and Interpretability of Link Prediction via Adversarial Modifications	May 2, 2019	Link PredictionSensitivity	CodeCode Available	5
Enhancing Dense Retrievers' Robustness with Group-level Reweighting	Oct 25, 2023	ClusteringLink Prediction	CodeCode Available	5
Efficient Neural Common Neighbor for Temporal Graph Link Prediction	Jun 12, 2024	Link PredictionRepresentation Learning	CodeCode Available	5
Can GNNs Learn Link Heuristics? A Concise Review and Evaluation of Link Prediction Methods	Nov 22, 2024	AttributeLink Prediction	CodeCode Available	5
IRT2: Inductive Linking and Ranking in Knowledge Graphs of Varying Scale	Jan 2, 2023	Inductive Link PredictionKnowledge Graphs	CodeCode Available	5
Improving Relation Extraction by Leveraging Knowledge Graph Link Prediction	Dec 9, 2020	Link PredictionMulti-Task Learning	CodeCode Available	5
Improving rule mining via embedding-based link prediction	Jun 14, 2024	Knowledge GraphsLink Prediction	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
Beyond Observed Connections : Link Injection	Sep 2, 2020	Link PredictionNode Classification	CodeCode Available	5
Interpretable Signed Link Prediction with Signed Infomax Hyperbolic Graph	Nov 25, 2020	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
Incorporating Literals into Knowledge Graph Embeddings	Feb 3, 2018	Entity EmbeddingsKnowledge Graph Embeddings	CodeCode Available	5
FILDNE: A Framework for Incremental Learning of Dynamic Networks Embeddings	Apr 6, 2019	Dynamic graph embeddingGraph Embedding	CodeCode Available	5
Invariant Link Selector for Spatial-Temporal Out-of-Distribution Problem	May 30, 2025	Citation RecommendationLink Prediction	CodeCode Available	5
Independent Distribution Regularization for Private Graph Embedding	Aug 16, 2023	AttributeGraph Embedding	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
A survey of embedding models of entities and relationships for knowledge graph completion	Mar 23, 2017	Knowledge Base CompletionKnowledge Graph Completion	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
Integrating Social Determinants of Health into Knowledge Graphs: Evaluating Prediction Bias and Fairness in Healthcare	Nov 29, 2024	FairnessKnowledge Graphs	CodeCode Available	5
Inductive Link Prediction in Knowledge Graphs using Path-based Neural Networks	Dec 16, 2023	Entity EmbeddingsInductive Link Prediction	CodeCode Available	5
Efficient and Privacy-Preserved Link Prediction via Condensed Graphs	Mar 15, 2025	Link PredictionNode Classification	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