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 326–350 of 1949 papers

Title	Date	Tasks	Status	Hype
Confidence-Based Feature Imputation for Graphs with Partially Known Features	May 26, 2023	Graph LearningImputation	CodeCode Available	1
K-Core based Temporal Graph Convolutional Network for Dynamic Graphs	Mar 22, 2020	Dynamic graph embeddingGraph Embedding	CodeCode Available	1
Keep It Simple: Graph Autoencoders Without Graph Convolutional Networks	Oct 2, 2019	ClusteringLink Prediction	CodeCode Available	1
Bring Your Own View: Graph Neural Networks for Link Prediction with Personalized Subgraph Selection	Dec 23, 2022	Link Prediction	CodeCode Available	1
KGLM: Integrating Knowledge Graph Structure in Language Models for Link Prediction	Nov 4, 2022	Fraud DetectionKnowledge Graph Completion	CodeCode Available	1
ConGraT: Self-Supervised Contrastive Pretraining for Joint Graph and Text Embeddings	May 23, 2023	Community DetectionContrastive Learning	CodeCode Available	1
LineaRE: Simple but Powerful Knowledge Graph Embedding for Link Prediction	Apr 21, 2020	Graph EmbeddingKnowledge Graph Embedding	CodeCode Available	1
CrossWalk: Fairness-enhanced Node Representation Learning	May 6, 2021	FairnessLink Prediction	CodeCode Available	1
Kronecker Decomposition for Knowledge Graph Embeddings	May 13, 2022	Graph EmbeddingHyperparameter Optimization	CodeCode Available	1
Adaptive Graph Diffusion Networks	Dec 30, 2020	GPULink Prediction	CodeCode Available	1
DegreEmbed: incorporating entity embedding into logic rule learning for knowledge graph reasoning	Dec 18, 2021	Knowledge GraphsLink Prediction	CodeCode Available	1
Knowledge Graph Convolutional Networks for Recommender Systems	Mar 18, 2019	Click-Through Rate PredictionCollaborative Filtering	CodeCode Available	1
Learning Hierarchy-Aware Knowledge Graph Embeddings for Link Prediction	Nov 21, 2019	Graph EmbeddingKnowledge Graph Completion	CodeCode Available	1
Explainable Link Prediction for Emerging Entities in Knowledge Graphs	May 1, 2020	Knowledge GraphsLink Prediction	CodeCode Available	1
Learning Probabilistic Symmetrization for Architecture Agnostic Equivariance	Jun 5, 2023	Graph ClassificationGraph Regression	CodeCode Available	1
Learning Representations of Bi-level Knowledge Graphs for Reasoning beyond Link Prediction	Feb 6, 2023	Data AugmentationGraph Embedding	CodeCode Available	1
ContextGNN: Beyond Two-Tower Recommendation Systems	Nov 29, 2024	Link PredictionRecommendation Systems	CodeCode Available	1
Adaptive Graph Encoder for Attributed Graph Embedding	Jul 3, 2020	ClusteringGraph Embedding	CodeCode Available	1
Contextual Parameter Generation for Knowledge Graph Link Prediction	Apr 3, 2020	Entity EmbeddingsLink Prediction	CodeCode Available	1
LibKGE - A knowledge graph embedding library for reproducible research	Oct 1, 2020	Graph EmbeddingHyperparameter Optimization	CodeCode Available	1
Line Graph Neural Networks for Link Prediction	Oct 20, 2020	ClassificationGeneral Classification	CodeCode Available	1
Reviving the Context: Camera Trap Species Classification as Link Prediction on Multimodal Knowledge Graphs	Dec 31, 2023	Image ClassificationKnowledge Graphs	CodeCode Available	1
LinkGPT: Teaching Large Language Models To Predict Missing Links	Jun 7, 2024	Few-Shot LearningLink Prediction	CodeCode Available	1
DHGE: Dual-View Hyper-Relational Knowledge Graph Embedding for Link Prediction and Entity Typing	Jul 18, 2022	AttributeEntity Typing	CodeCode Available	1
Representation Learning for Attributed Multiplex Heterogeneous Network	May 5, 2019	Graph EmbeddingInductive Learning	CodeCode Available	1

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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	ComplEx-N3 (reciprocal)	Hits@10	0.96	—	Unverified
9	MEI (small)	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