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 51–75 of 1949 papers

Title	Date	Tasks	Status	Hype	Score
CoDEx: A Comprehensive Knowledge Graph Completion Benchmark	Sep 16, 2020	BenchmarkingKnowledge Graph Completion	CodeCode Available	1	5
Canonical Tensor Decomposition for Knowledge Base Completion	Jun 19, 2018	Dynamic Link PredictionKnowledge Base Completion	CodeCode Available	1	5
Answering Complex Queries in Knowledge Graphs with Bidirectional Sequence Encoders	Apr 6, 2020	Knowledge GraphsLink Prediction	CodeCode Available	1	5
Combating Bilateral Edge Noise for Robust Link Prediction	Nov 2, 2023	DenoisingLink Prediction	CodeCode Available	1	5
A Representation Learning Framework for Property Graphs	Jun 27, 2022	Graph EmbeddingGraph Representation Learning	CodeCode Available	1	5
Argumentative Link Prediction using Residual Networks and Multi-Objective Learning	Nov 1, 2018	Argument MiningComponent Classification	CodeCode Available	1	5
Adversarial Attacks on Knowledge Graph Embeddings via Instance Attribution Methods	Nov 4, 2021	Data PoisoningInterpretable Machine Learning	CodeCode Available	1	5
A Retrieve-and-Read Framework for Knowledge Graph Link Prediction	Dec 19, 2022	Knowledge Graph CompletionLink Prediction	CodeCode Available	1	5
Contrastive Representation Learning for Dynamic Link Prediction in Temporal Networks	Aug 22, 2024	Contrastive LearningDynamic Link Prediction	CodeCode Available	1	5
Convolutional 2D Knowledge Graph Embeddings	Jul 5, 2017	Knowledge Graph EmbeddingsKnowledge Graphs	CodeCode Available	1	5
Adversarially Regularized Graph Autoencoder for Graph Embedding	Feb 13, 2018	ClusteringDecoder	CodeCode Available	1	5
A Self-Attention Network based Node Embedding Model	Jun 22, 2020	General ClassificationLink Prediction	CodeCode Available	1	5
Can We Predict New Facts with Open Knowledge Graph Embeddings? A Benchmark for Open Link Prediction	Jul 1, 2020	Graph EmbeddingKnowledge Graph Embedding	CodeCode Available	1	5
Cluster-GCN: An Efficient Algorithm for Training Deep and Large Graph Convolutional Networks	May 20, 2019	ClusteringComputational Efficiency	CodeCode Available	1	5
Confidence-Based Feature Imputation for Graphs with Partially Known Features	May 26, 2023	Graph LearningImputation	CodeCode Available	1	5
Learning from Counterfactual Links for Link Prediction	Jun 3, 2021	Causal Inferencecounterfactual	CodeCode Available	1	5
An Open Challenge for Inductive Link Prediction on Knowledge Graphs	Mar 3, 2022	Graph Representation LearningInductive Link Prediction	CodeCode Available	1	5
LPFormer: An Adaptive Graph Transformer for Link Prediction	Oct 17, 2023	Inductive BiasLink Prediction	CodeCode Available	1	5
BoxE: A Box Embedding Model for Knowledge Base Completion	Jul 13, 2020	Knowledge Base CompletionKnowledge Graphs	CodeCode Available	1	5
Bipartite Graph Embedding via Mutual Information Maximization	Dec 10, 2020	Graph EmbeddingLink Prediction	CodeCode Available	1	5
An Effective Graph Learning based Approach for Temporal Link Prediction: The First Place of WSDM Cup 2022	Mar 1, 2022	AttributeGraph Learning	CodeCode Available	1	5
Boosting Graph Embedding on a Single GPU	Oct 19, 2021	CPUGPU	CodeCode Available	1	5
Reviving the Context: Camera Trap Species Classification as Link Prediction on Multimodal Knowledge Graphs	Dec 31, 2023	Image ClassificationKnowledge Graphs	CodeCode Available	1	5
Adaptive Graph Encoder for Attributed Graph Embedding	Jul 3, 2020	ClusteringGraph Embedding	CodeCode Available	1	5
Adaptive Graph Diffusion Networks	Dec 30, 2020	GPULink Prediction	CodeCode Available	1	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