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 301–325 of 1949 papers

Title	Date	Tasks	Status	Hype	Score
Fuzzy Logic Based Logical Query Answering on Knowledge Graphs	Aug 5, 2021	Knowledge GraphsLink Prediction	CodeCode Available	1	5
Cold Start Similar Artists Ranking with Gravity-Inspired Graph Autoencoders	Aug 2, 2021	Link Prediction	CodeCode Available	1	5
ConGraT: Self-Supervised Contrastive Pretraining for Joint Graph and Text Embeddings	May 23, 2023	Community DetectionContrastive Learning	CodeCode Available	1	5
DHGE: Dual-View Hyper-Relational Knowledge Graph Embedding for Link Prediction and Entity Typing	Jul 18, 2022	AttributeEntity Typing	CodeCode Available	1	5
Combating Bilateral Edge Noise for Robust Link Prediction	Nov 2, 2023	DenoisingLink Prediction	CodeCode Available	1	5
Directed Graph Auto-Encoders	Feb 25, 2022	DecoderLink Prediction	CodeCode Available	1	5
A Survey of Adversarial Learning on Graphs	Mar 10, 2020	ClusteringGraph Clustering	CodeCode Available	1	5
Inductive Entity Representations from Text via Link Prediction	Oct 7, 2020	Inductive knowledge graph completionInductive Link Prediction	CodeCode Available	1	5
A Survey of Imbalanced Learning on Graphs: Problems, Techniques, and Future Directions	Aug 26, 2023	Graph LearningLink Prediction	CodeCode Available	1	5
Diffusion-based Negative Sampling on Graphs for Link Prediction	Mar 25, 2024	Link PredictionPrediction	CodeCode Available	1	5
GCC: Graph Contrastive Coding for Graph Neural Network Pre-Training	Jun 17, 2020	Contrastive LearningGeneral Classification	CodeCode Available	1	5
Distance Encoding: Design Provably More Powerful Neural Networks for Graph Representation Learning	Aug 31, 2020	Computational EfficiencyGraph Representation Learning	CodeCode Available	1	5
Adaptive Attentional Network for Few-Shot Knowledge Graph Completion	Oct 19, 2020	Knowledge Graph CompletionLink Prediction	CodeCode Available	1	5
Disconnected Emerging Knowledge Graph Oriented Inductive Link Prediction	Sep 3, 2022	Contrastive LearningInductive Link Prediction	CodeCode Available	1	5
Keep It Simple: Graph Autoencoders Without Graph Convolutional Networks	Oct 2, 2019	ClusteringLink Prediction	CodeCode Available	1	5
Discrete-time Temporal Network Embedding via Implicit Hierarchical Learning in Hyperbolic Space	Jul 8, 2021	Graph EmbeddingGraph Neural Network	CodeCode Available	1	5
Generative Graph Neural Networks for Link Prediction	Dec 31, 2022	Link PredictionPrediction	CodeCode Available	1	5
Contrastive Representation Learning for Dynamic Link Prediction in Temporal Networks	Aug 22, 2024	Contrastive LearningDynamic Link Prediction	CodeCode Available	1	5
A Capsule Network-based Embedding Model for Knowledge Graph Completion and Search Personalization	Aug 13, 2018	Knowledge Graph CompletionLink Prediction	CodeCode Available	1	5
Composition-based Multi-Relational Graph Convolutional Networks	Nov 8, 2019	General ClassificationGraph Classification	CodeCode Available	1	5
A Survey on Graph Counterfactual Explanations: Definitions, Methods, Evaluation, and Research Challenges	Oct 21, 2022	BenchmarkingCommunity Detection	CodeCode Available	1	5
Does Graph Distillation See Like Vision Dataset Counterpart?	Oct 13, 2023	Anomaly DetectionDataset Distillation	CodeCode Available	1	5
DRew: Dynamically Rewired Message Passing with Delay	May 13, 2023	Graph ClassificationGraph Regression	CodeCode Available	1	5
Bring Your Own View: Graph Neural Networks for Link Prediction with Personalized Subgraph Selection	Dec 23, 2022	Link Prediction	CodeCode Available	1	5
Force2Vec: Parallel force-directed graph embedding	Sep 17, 2020	ClusteringGraph Embedding	CodeCode Available	1	5

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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