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 451–475 of 1949 papers

Title	Date	Tasks	Status	Score
Inductive Link Prediction on N-ary Relational Facts via Semantic Hypergraph Reasoning	Mar 26, 2025	Inductive Link PredictionKnowledge Graphs	CodeCode Available	5
Inductive Logical Query Answering in Knowledge Graphs	Oct 13, 2022	Complex Query AnsweringEntity Embeddings	CodeCode Available	5
FILDNE: A Framework for Incremental Learning of Dynamic Networks Embeddings	Apr 6, 2019	Dynamic graph embeddingGraph Embedding	CodeCode Available	5
Dr-COVID: Graph Neural Networks for SARS-CoV-2 Drug Repurposing	Dec 3, 2020	Drug DesignGraph Neural Network	CodeCode Available	5
Independent Distribution Regularization for Private Graph Embedding	Aug 16, 2023	AttributeGraph Embedding	CodeCode Available	5
Improving Relation Extraction by Leveraging Knowledge Graph Link Prediction	Dec 9, 2020	Link PredictionMulti-Task Learning	CodeCode Available	5
DotHash: Estimating Set Similarity Metrics for Link Prediction and Document Deduplication	May 27, 2023	Link PredictionRecommendation Systems	CodeCode Available	5
Do Similar Entities have Similar Embeddings?	Dec 16, 2023	Graph EmbeddingGraph Similarity	CodeCode Available	5
Improving rule mining via embedding-based link prediction	Jun 14, 2024	Knowledge GraphsLink Prediction	CodeCode Available	5
Inductive Representation Learning in Temporal Networks via Mining Neighborhood and Community Influences	Oct 1, 2021	Link PredictionNode Classification	CodeCode Available	5
BiasedWalk: Biased Sampling for Representation Learning on Graphs	Sep 7, 2018	Community DetectionGeneral Classification	CodeCode Available	5
Improving Graph Convolutional Networks with Transformer Layer in social-based items recommendation	Jan 12, 2024	Link Prediction	CodeCode Available	5
A survey of embedding models of entities and relationships for knowledge graph completion	Mar 23, 2017	Knowledge Base CompletionKnowledge Graph Completion	CodeCode Available	5
FairDrop: Biased Edge Dropout for Enhancing Fairness in Graph Representation Learning	Apr 29, 2021	FairnessGraph Representation Learning	CodeCode Available	5
Anticipating Technical Expertise and Capability Evolution in Research Communities using Dynamic Graph Transformers	Jul 18, 2023	Graph Neural NetworkLink Prediction	CodeCode Available	5
Double Equivariance for Inductive Link Prediction for Both New Nodes and New Relation Types	Feb 2, 2023	Inductive Link PredictionKnowledge Graph Completion	CodeCode Available	5
Improving Few-Shot Inductive Learning on Temporal Knowledge Graphs using Confidence-Augmented Reinforcement Learning	Apr 2, 2023	Few-Shot LearningInductive Learning	CodeCode Available	5
Calibrating and Improving Graph Contrastive Learning	Jan 27, 2021	Contrastive LearningGraph Clustering	CodeCode Available	5
A novel robust integrating method by high-order proximity for self-supervised attribute network embedding	Dec 10, 2024	AttributeData Visualization	CodeCode Available	5
Incorporating Literals into Knowledge Graph Embeddings	Feb 3, 2018	Entity EmbeddingsKnowledge Graph Embeddings	CodeCode Available	5
Beyond Observed Connections : Link Injection	Sep 2, 2020	Link PredictionNode Classification	CodeCode Available	5
Inductive Knowledge Graph Completion with GNNs and Rules: An Analysis	Aug 14, 2023	Inductive knowledge graph completionKnowledge Graph Completion	CodeCode Available	5
Adversarial Attack on Network Embeddings via Supervised Network Poisoning	Feb 14, 2021	Adversarial AttackLink Prediction	CodeCode Available	5
DRUM: End-To-End Differentiable Rule Mining On Knowledge Graphs	Oct 31, 2019	Inductive knowledge graph completionInductive Link Prediction	CodeCode Available	5
Hypernetwork Knowledge Graph Embeddings	Aug 21, 2018	Knowledge Graph EmbeddingsKnowledge Graphs	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