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
Argumentative Link Prediction using Residual Networks and Multi-Objective Learning	Nov 1, 2018	Argument MiningComponent Classification	CodeCode Available	1
Streaming Graph Neural Networks	Oct 24, 2018	Community DetectionGeneral Classification	CodeCode Available	1
A Capsule Network-based Embedding Model for Knowledge Graph Completion and Search Personalization	Aug 13, 2018	Knowledge Graph CompletionLink Prediction	CodeCode Available	1
Hierarchical Graph Representation Learning with Differentiable Pooling	Jun 22, 2018	General ClassificationGraph Classification	CodeCode Available	1
Jack the Reader - A Machine Reading Framework	Jun 20, 2018	ArticlesLink Prediction	CodeCode Available	1
Canonical Tensor Decomposition for Knowledge Base Completion	Jun 19, 2018	Dynamic Link PredictionKnowledge Base Completion	CodeCode Available	1
Hyperbolic Entailment Cones for Learning Hierarchical Embeddings	Apr 3, 2018	Graph EmbeddingHypernym Discovery	CodeCode Available	1
Hyperspherical Variational Auto-Encoders	Apr 3, 2018	Link Prediction	CodeCode Available	1
VERSE: Versatile Graph Embeddings from Similarity Measures	Mar 13, 2018	Link Prediction	CodeCode Available	1
Link Prediction Based on Graph Neural Networks	Feb 27, 2018	Graph Neural NetworkLink Prediction	CodeCode Available	1
Adversarially Regularized Graph Autoencoder for Graph Embedding	Feb 13, 2018	ClusteringDecoder	CodeCode Available	1
Graph Attention Networks	Oct 30, 2017	Document ClassificationGraph Attention	CodeCode Available	1
Neural Factorization Machines for Sparse Predictive Analytics	Aug 16, 2017	Link Prediction	CodeCode Available	1
Convolutional 2D Knowledge Graph Embeddings	Jul 5, 2017	Knowledge Graph EmbeddingsKnowledge Graphs	CodeCode Available	1
Graph Convolutional Matrix Completion	Jun 7, 2017	Collaborative FilteringLink Prediction	CodeCode Available	1
Inductive Representation Learning on Large Graphs	Jun 7, 2017	Graph ClassificationGraph Regression	CodeCode Available	1
End-to-End Differentiable Proving	May 31, 2017	Link Prediction	CodeCode Available	1
Modeling Relational Data with Graph Convolutional Networks	Mar 17, 2017	DecoderGeneral Classification	CodeCode Available	1
Variational Graph Auto-Encoders	Nov 21, 2016	DecoderGraph Clustering	CodeCode Available	1
node2vec: Scalable Feature Learning for Networks	Jul 3, 2016	Link PredictionMulti-Label Classification	CodeCode Available	1
subgraph2vec: Learning Distributed Representations of Rooted Sub-graphs from Large Graphs	Jun 29, 2016	ClusteringCommunity Detection	CodeCode Available	1
LINE: Large-scale Information Network Embedding	Mar 12, 2015	Graph EmbeddingLink Prediction	CodeCode Available	1
Embedding Entities and Relations for Learning and Inference in Knowledge Bases	Dec 20, 2014	Link Prediction	CodeCode Available	1
Topic Modeling and Link-Prediction for Material Property Discovery	Jul 8, 2025	Knowledge GraphsLink Prediction	—Unverified	0
Graph Collaborative Attention Network for Link Prediction in Knowledge Graphs	Jul 5, 2025	Graph Neural NetworkInformation Retrieval	CodeCode Available	0

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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