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

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Showing 126–150 of 1949 papers

Title	Date	Tasks	Status	Hype
Modeling Polypharmacy and Predicting Drug-Drug Interactions using Deep Generative Models on Multimodal Graphs	Feb 17, 2023	Link Prediction	CodeCode Available	1
Learning Representations of Bi-level Knowledge Graphs for Reasoning beyond Link Prediction	Feb 6, 2023	Data AugmentationGraph Embedding	CodeCode Available	1
A Theory of Link Prediction via Relational Weisfeiler-Leman on Knowledge Graphs	Feb 4, 2023	Knowledge GraphsLink Prediction	CodeCode Available	1
Entity-Agnostic Representation Learning for Parameter-Efficient Knowledge Graph Embedding	Feb 3, 2023	Entity EmbeddingsGraph Embedding	CodeCode Available	1
Neural Common Neighbor with Completion for Link Prediction	Feb 2, 2023	Link PredictionPrediction	CodeCode Available	1
Simplifying Subgraph Representation Learning for Scalable Link Prediction	Jan 29, 2023	Graph ClassificationGraph Learning	CodeCode Available	1
GIPA: A General Information Propagation Algorithm for Graph Learning	Jan 19, 2023	Attributefeature selection	CodeCode Available	1
Sem@K: Is my knowledge graph embedding model semantic-aware?	Jan 13, 2023	Graph EmbeddingKnowledge Graph Embedding	CodeCode Available	1
Analogical Inference Enhanced Knowledge Graph Embedding	Jan 3, 2023	Graph EmbeddingKnowledge Graph Embedding	CodeCode Available	1
Generative Graph Neural Networks for Link Prediction	Dec 31, 2022	Link PredictionPrediction	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
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
MECCH: Metapath Context Convolution-based Heterogeneous Graph Neural Networks	Nov 23, 2022	Computational EfficiencyGraph Neural Network	CodeCode Available	1
Search Behavior Prediction: A Hypergraph Perspective	Nov 23, 2022	Link PredictionPrediction	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
New Frontiers in Graph Autoencoders: Joint Community Detection and Link Prediction	Nov 16, 2022	Community DetectionLink Prediction	CodeCode Available	1
Graph Sequential Neural ODE Process for Link Prediction on Dynamic and Sparse Graphs	Nov 15, 2022	Graph MiningLink Prediction	CodeCode Available	1
FedRule: Federated Rule Recommendation System with Graph Neural Networks	Nov 13, 2022	Link PredictionRecommendation Systems	CodeCode Available	1
Self-Supervised Graph Structure Refinement for Graph Neural Networks	Nov 12, 2022	Contrastive LearningGPU	CodeCode Available	1
KGLM: Integrating Knowledge Graph Structure in Language Models for Link Prediction	Nov 4, 2022	Fraud DetectionKnowledge Graph Completion	CodeCode Available	1
Search to Pass Messages for Temporal Knowledge Graph Completion	Oct 30, 2022	Graph Neural NetworkKnowledge Graph Completion	CodeCode Available	1
PALT: Parameter-Lite Transfer of Language Models for Knowledge Graph Completion	Oct 25, 2022	Knowledge Graph CompletionLink Prediction	CodeCode Available	1
RulE: Knowledge Graph Reasoning with Rule Embedding	Oct 24, 2022	Graph EmbeddingKnowledge Graph Embedding	CodeCode Available	1
A Survey on Graph Counterfactual Explanations: Definitions, Methods, Evaluation, and Research Challenges	Oct 21, 2022	BenchmarkingCommunity Detection	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	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