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 251–275 of 1949 papers

Title	Date	Tasks	Status	Hype
Multi-Relational Embedding for Knowledge Graph Representation and Analysis	Sep 28, 2020	Computational EfficiencyGraph Embedding	CodeCode Available	1
Multiresolution Equivariant Graph Variational Autoencoder	Jun 2, 2021	Graph GenerationImage Generation	CodeCode Available	1
Multi-Task Learning for Knowledge Graph Completion with Pre-trained Language Models	Dec 1, 2020	Knowledge Graph CompletionKnowledge Graphs	CodeCode Available	1
Multi-task Self-supervised Graph Neural Networks Enable Stronger Task Generalization	Oct 5, 2022	Link PredictionNode Classification	CodeCode Available	1
Distance-Enhanced Graph Neural Network for Link Prediction	May 20, 2021	Graph Neural NetworkLink Prediction	CodeCode Available	1
DRew: Dynamically Rewired Message Passing with Delay	May 13, 2023	Graph ClassificationGraph Regression	CodeCode Available	1
Disentangled Condensation for Large-scale Graphs	Jan 18, 2024	Graph LearningLink Prediction	CodeCode Available	1
CHERRY: a Computational metHod for accuratE pRediction of virus-pRokarYotic interactions using a graph encoder-decoder model	Jan 4, 2022	DecoderLink Prediction	CodeCode Available	1
Adversarial Privacy Preserving Graph Embedding against Inference Attack	Aug 30, 2020	Graph EmbeddingInference Attack	CodeCode Available	1
Disconnected Emerging Knowledge Graph Oriented Inductive Link Prediction	Sep 3, 2022	Contrastive LearningInductive Link Prediction	CodeCode Available	1
Distance Encoding: Design Provably More Powerful Neural Networks for Graph Representation Learning	Aug 31, 2020	Computational EfficiencyGraph Representation Learning	CodeCode Available	1
Drug Similarity and Link Prediction Using Graph Embeddings on Medical Knowledge Graphs	Oct 22, 2021	Knowledge GraphsLink Prediction	CodeCode Available	1
CAKE: A Scalable Commonsense-Aware Framework For Multi-View Knowledge Graph Completion	Feb 25, 2022	Graph EmbeddingKnowledge Graph Completion	CodeCode Available	1
Differentiable Reasoning on Large Knowledge Bases and Natural Language	Dec 17, 2019	Link PredictionQuestion Answering	CodeCode Available	1
A Representation Learning Framework for Property Graphs	Jun 27, 2022	Graph EmbeddingGraph Representation Learning	CodeCode Available	1
Discrete-time Temporal Network Embedding via Implicit Hierarchical Learning in Hyperbolic Space	Jul 8, 2021	Graph EmbeddingGraph Neural Network	CodeCode Available	1
A Retrieve-and-Read Framework for Knowledge Graph Link Prediction	Dec 19, 2022	Knowledge Graph CompletionLink Prediction	CodeCode Available	1
Canonical Tensor Decomposition for Knowledge Base Completion	Jun 19, 2018	Dynamic Link PredictionKnowledge Base Completion	CodeCode Available	1
Does Graph Distillation See Like Vision Dataset Counterpart?	Oct 13, 2023	Anomaly DetectionDataset Distillation	CodeCode Available	1
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
Argumentative Link Prediction using Residual Networks and Multi-Objective Learning	Nov 1, 2018	Argument MiningComponent Classification	CodeCode Available	1
Duality-Induced Regularizer for Tensor Factorization Based Knowledge Graph Completion	Nov 11, 2020	Knowledge Graph CompletionLink Prediction	CodeCode Available	1
Dynamic Graph Information Bottleneck	Feb 9, 2024	Link PredictionRepresentation Learning	CodeCode Available	1
CascadER: Cross-Modal Cascading for Knowledge Graph Link Prediction	May 16, 2022	Information RetrievalKnowledge Graph Embeddings	CodeCode Available	1
Demographic Aware Probabilistic Medical Knowledge Graph Embeddings of Electronic Medical Records	Mar 22, 2021	Knowledge Graph EmbeddingsKnowledge Graphs	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