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 826–850 of 1949 papers

Title	Date	Tasks	Status	Score
Derivation of Back-propagation for Graph Convolutional Networks using Matrix Calculus and its Application to Explainable Artificial Intelligence	Aug 2, 2024	Explainable artificial intelligenceLink Prediction	CodeCode Available	5
Inter-domain Multi-relational Link Prediction	Jun 11, 2021	Link PredictionPrediction	CodeCode Available	5
Enhance Ambiguous Community Structure via Multi-strategy Community Related Link Prediction Method with Evolutionary Process	Apr 28, 2022	AttributeCommunity Detection	CodeCode Available	5
Hierarchical Aggregations for High-Dimensional Multiplex Graph Embedding	Dec 28, 2023	Graph EmbeddingLink Prediction	CodeCode Available	5
Reliable Time Prediction in the Markov Stochastic Block Model	Apr 9, 2020	ClusteringCollaborative Filtering	CodeCode Available	5
Inferring Networks of Substitutable and Complementary Products	Jun 29, 2015	Link PredictionRecommendation Systems	CodeCode Available	5
End-to-end Structure-Aware Convolutional Networks for Knowledge Base Completion	Nov 11, 2018	DecoderGraph Embedding	CodeCode Available	5
End-to-End Learning on Multimodal Knowledge Graphs	Sep 3, 2023	Knowledge GraphsLink Prediction	CodeCode Available	5
Influence-guided Data Augmentation for Neural Tensor Completion	Aug 23, 2021	Data AugmentationImputation	CodeCode Available	5
On the Ambiguity of Rank-Based Evaluation of Entity Alignment or Link Prediction Methods	Feb 17, 2020	Entity AlignmentInformativeness	CodeCode Available	5
Jack the Reader -- A Machine Reading Framework	Jul 1, 2018	ArticlesInformation Retrieval	CodeCode Available	5
ASAP: Adaptive Structure Aware Pooling for Learning Hierarchical Graph Representations	Nov 18, 2019	ClassificationGeneral Classification	CodeCode Available	5
Balancing Graph Embedding Smoothness in Self-Supervised Learning via Information-Theoretic Decomposition	Apr 16, 2025	Contrastive LearningGraph Embedding	CodeCode Available	5
End to end learning and optimization on graphs	May 31, 2019	Link Prediction	CodeCode Available	5
Inductive Logical Query Answering in Knowledge Graphs	Oct 13, 2022	Complex Query AnsweringEntity Embeddings	CodeCode Available	5
Causal Question Answering with Reinforcement Learning	Nov 5, 2023	Fact CheckingLink Prediction	CodeCode Available	5
A Unification Framework for Euclidean and Hyperbolic Graph Neural Networks	Jun 9, 2022	Link PredictionNode Classification	CodeCode Available	5
Inductive Link Prediction on N-ary Relational Facts via Semantic Hypergraph Reasoning	Mar 26, 2025	Inductive Link PredictionKnowledge Graphs	CodeCode Available	5
Inductive Representation Learning in Temporal Networks via Mining Neighborhood and Community Influences	Oct 1, 2021	Link PredictionNode Classification	CodeCode Available	5
QuatDE: Dynamic Quaternion Embedding for Knowledge Graph Completion	May 19, 2021	Graph EmbeddingKnowledge Base Completion	CodeCode Available	5
Quaternion Knowledge Graph Embeddings	Apr 23, 2019	Graph EmbeddingKnowledge Graph Completion	CodeCode Available	5
A Robust and Generalized Framework for Adversarial Graph Embedding	May 22, 2021	Generative Adversarial NetworkGraph Embedding	CodeCode Available	5
Encoding Robust Representation for Graph Generation	Sep 28, 2018	DecoderGraph Generation	CodeCode Available	5
DINE: Dimensional Interpretability of Node Embeddings	Oct 2, 2023	Graph Representation LearningLink Prediction	CodeCode Available	5
CausalLP: Learning causal relations with weighted knowledge graph link prediction	Apr 23, 2024	Causal DiscoveryGraph Embedding	CodeCode Available	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