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 626–650 of 1949 papers

Title	Date	Tasks	Status	Hype
Robust Sequence Networked Submodular Maximization	Dec 28, 2022	Link Prediction	—Unverified	0
PersonaSAGE: A Multi-Persona Graph Neural Network	Dec 28, 2022	Graph Neural NetworkLink Prediction	—Unverified	0
EDoG: Adversarial Edge Detection For Graph Neural Networks	Dec 27, 2022	Drug DesignEdge Detection	—Unverified	0
Refined Edge Usage of Graph Neural Networks for Edge Prediction	Dec 25, 2022	Link PredictionNode Classification	—Unverified	0
Piecewise-Velocity Model for Learning Continuous-time Dynamic Node Representations	Dec 23, 2022	Graph Representation LearningLink Prediction	—Unverified	0
Bring Your Own View: Graph Neural Networks for Link Prediction with Personalized Subgraph Selection	Dec 23, 2022	Link Prediction	CodeCode Available	1
Graph Learning with Localized Neighborhood Fairness	Dec 22, 2022	FairnessGraph Learning	—Unverified	0
Integrating Heterogeneous Domain Information into Relation Extraction: A Case Study on Drug-Drug Interaction Extraction	Dec 21, 2022	Drug–drug Interaction ExtractionLink Prediction	—Unverified	0
A Retrieve-and-Read Framework for Knowledge Graph Link Prediction	Dec 19, 2022	Knowledge Graph CompletionLink Prediction	CodeCode Available	1
Non-IID Transfer Learning on Graphs	Dec 15, 2022	Generalization BoundsGRAPH DOMAIN ADAPTATION	CodeCode Available	1
Graph Learning for Anomaly Analytics: Algorithms, Applications, and Challenges	Dec 11, 2022	Graph AttentionGraph Classification	—Unverified	0
Scientific Paper Extractive Summarization Enhanced by Citation Graphs	Dec 8, 2022	Extractive SummarizationLink Prediction	—Unverified	0
Analysis of Drug repurposing Knowledge graphs for Covid-19	Dec 7, 2022	Graph EmbeddingKnowledge Graph Embedding	—Unverified	0
kHGCN: Tree-likeness Modeling via Continuous and Discrete Curvature Learning	Dec 4, 2022	Link PredictionNode Classification	CodeCode Available	0
Pseudo-Riemannian Embedding Models for Multi-Relational Graph Representations	Dec 2, 2022	Graph EmbeddingKnowledge Graph Completion	—Unverified	0
Iterative Scene Graph Generation with Generative Transformers	Nov 30, 2022	Graph GenerationLink Prediction	—Unverified	0
Text Representation Enrichment Utilizing Graph based Approaches: Stock Market Technical Analysis Case Study	Nov 29, 2022	ClassificationDocument Classification	—Unverified	0
FakeEdge: Alleviate Dataset Shift in Link Prediction	Nov 29, 2022	Link PredictionPrediction	CodeCode Available	0
Link Prediction with Non-Contrastive Learning	Nov 25, 2022	Contrastive LearningLink Prediction	CodeCode Available	0
Search Behavior Prediction: A Hypergraph Perspective	Nov 23, 2022	Link PredictionPrediction	CodeCode Available	1
MECCH: Metapath Context Convolution-based Heterogeneous Graph Neural Networks	Nov 23, 2022	Computational EfficiencyGraph Neural Network	CodeCode Available	1
BESS: Balanced Entity Sampling and Sharing for Large-Scale Knowledge Graph Completion	Nov 22, 2022	Graph EmbeddingKnowledge Graph Completion	CodeCode Available	1
RAILD: Towards Leveraging Relation Features for Inductive Link Prediction In Knowledge Graphs	Nov 21, 2022	Inductive Link PredictionKnowledge Graphs	CodeCode Available	0
ReInform: Selecting paths with reinforcement learning for contextualized link prediction	Nov 19, 2022	Link PredictionPrediction	CodeCode Available	0
Knowledge Graph Contrastive Learning Based on Relation-Symmetrical Structure	Nov 19, 2022	Contrastive LearningGraph Embedding	—Unverified	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