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 176–200 of 1949 papers

Title	Date	Tasks	Status	Hype	Score
Along the Time: Timeline-traced Embedding for Temporal Knowledge Graph Completion	Oct 17, 2022	Graph EmbeddingKnowledge Graph Completion	CodeCode Available	1	5
Cleora: A Simple, Strong and Scalable Graph Embedding Scheme	Feb 3, 2021	Contrastive LearningCPU	CodeCode Available	1	5
Combating Bilateral Edge Noise for Robust Link Prediction	Nov 2, 2023	DenoisingLink Prediction	CodeCode Available	1	5
CoDEx: A Comprehensive Knowledge Graph Completion Benchmark	Sep 16, 2020	BenchmarkingKnowledge Graph Completion	CodeCode Available	1	5
Adversarial Training Methods for Network Embedding	Aug 30, 2019	Link PredictionNetwork Embedding	CodeCode Available	1	5
GCC: Graph Contrastive Coding for Graph Neural Network Pre-Training	Jun 17, 2020	Contrastive LearningGeneral Classification	CodeCode Available	1	5
Drug Similarity and Link Prediction Using Graph Embeddings on Medical Knowledge Graphs	Oct 22, 2021	Knowledge GraphsLink Prediction	CodeCode Available	1	5
LPFormer: An Adaptive Graph Transformer for Link Prediction	Oct 17, 2023	Inductive BiasLink Prediction	CodeCode Available	1	5
Confidence-Based Feature Imputation for Graphs with Partially Known Features	May 26, 2023	Graph LearningImputation	CodeCode Available	1	5
Geometry Interaction Knowledge Graph Embeddings	Jun 24, 2022	Knowledge Graph CompletionKnowledge Graph Embeddings	CodeCode Available	1	5
GIPA: A General Information Propagation Algorithm for Graph Learning	Jan 19, 2023	Attributefeature selection	CodeCode Available	1	5
Analogical Inference Enhanced Knowledge Graph Embedding	Jan 3, 2023	Graph EmbeddingKnowledge Graph Embedding	CodeCode Available	1	5
Composition-based Multi-Relational Graph Convolutional Networks	Nov 8, 2019	General ClassificationGraph Classification	CodeCode Available	1	5
Duality-Induced Regularizer for Tensor Factorization Based Knowledge Graph Completion	Nov 11, 2020	Knowledge Graph CompletionLink Prediction	CodeCode Available	1	5
Graph Algorithms for Multiparallel Word Alignment	Sep 13, 2021	Link PredictionMachine Translation	CodeCode Available	1	5
Does Graph Distillation See Like Vision Dataset Counterpart?	Oct 13, 2023	Anomaly DetectionDataset Distillation	CodeCode Available	1	5
Distance-Enhanced Graph Neural Network for Link Prediction	May 20, 2021	Graph Neural NetworkLink Prediction	CodeCode Available	1	5
Graph Neural Networks for Link Prediction with Subgraph Sketching	Sep 30, 2022	GPULink Prediction	CodeCode Available	1	5
Graph Neural Prompting with Large Language Models	Sep 27, 2023	Graph Neural NetworkKnowledge Graphs	CodeCode Available	1	5
Analyzing Knowledge Graph Embedding Methods from a Multi-Embedding Interaction Perspective	Mar 27, 2019	Graph EmbeddingKnowledge Graph Embedding	CodeCode Available	1	5
ContextGNN: Beyond Two-Tower Recommendation Systems	Nov 29, 2024	Link PredictionRecommendation Systems	CodeCode Available	1	5
AutoSF: Searching Scoring Functions for Knowledge Graph Embedding	Apr 26, 2019	AutoMLGraph Embedding	CodeCode Available	1	5
Do Pre-trained Models Benefit Knowledge Graph Completion? A Reliable Evaluation and a Reasonable Approach	May 1, 2022	Knowledge Graph CompletionLink Prediction	CodeCode Available	1	5
An AMR-based Link Prediction Approach for Document-level Event Argument Extraction	May 30, 2023	Abstract Meaning RepresentationEvent Argument Extraction	CodeCode Available	1	5
Benchmarking Graph Neural Networks on Dynamic Link Prediction	Sep 29, 2021	BenchmarkingDynamic Link Prediction	CodeCode Available	1	5

Show:10 25 50

← PrevPage 8 of 78Next →

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