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 501–525 of 1949 papers

Title	Date	Tasks	Status	Score
Is a Single Vector Enough? Exploring Node Polysemy for Network Embedding	May 25, 2019	General ClassificationLanguage Modeling	CodeCode Available	5
Dynamic Network Embedding via Incremental Skip-gram with Negative Sampling	Jun 9, 2019	Link PredictionMulti-Label Classification	CodeCode Available	5
dyngraph2vec: Capturing Network Dynamics using Dynamic Graph Representation Learning	Sep 7, 2018	Dynamic Link PredictionGraph Representation Learning	CodeCode Available	5
Distance-Adaptive Quaternion Knowledge Graph Embedding with Bidirectional Rotation	Dec 5, 2024	Graph EmbeddingKnowledge Graph Completion	CodeCode Available	5
Dyport: Dynamic Importance-based Hypothesis Generation Benchmarking Technique	Dec 6, 2023	BenchmarkingKnowledge Graphs	CodeCode Available	5
DyRep: Learning Representations over Dynamic Graphs	May 1, 2019	Dynamic Link PredictionLink Prediction	CodeCode Available	5
Inductive Logical Query Answering in Knowledge Graphs	Oct 13, 2022	Complex Query AnsweringEntity Embeddings	CodeCode Available	5
An Open-World Extension to Knowledge Graph Completion Models	Jun 19, 2019	Knowledge Graph CompletionLink Prediction	CodeCode Available	5
Bridging the Gap between Community and Node Representations: Graph Embedding via Community Detection	Dec 17, 2019	Community DetectionGraph Embedding	CodeCode Available	5
Benchmarks for Graph Embedding Evaluation	Aug 19, 2019	BenchmarkingGraph Embedding	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
Benchmarking neural embeddings for link prediction in knowledge graphs under semantic and structural changes	May 15, 2020	BenchmarkingKnowledge Graph Completion	CodeCode Available	5
Discriminative Predicate Path Mining for Fact Checking in Knowledge Graphs	Oct 20, 2015	Fact CheckingKnowledge Graphs	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
Inductive Link Prediction in Knowledge Graphs using Path-based Neural Networks	Dec 16, 2023	Entity EmbeddingsInductive Link Prediction	CodeCode Available	5
Incorporating Literals into Knowledge Graph Embeddings	Feb 3, 2018	Entity EmbeddingsKnowledge Graph Embeddings	CodeCode Available	5
FILDNE: A Framework for Incremental Learning of Dynamic Networks Embeddings	Apr 6, 2019	Dynamic graph embeddingGraph Embedding	CodeCode Available	5
Improving Relation Extraction by Leveraging Knowledge Graph Link Prediction	Dec 9, 2020	Link PredictionMulti-Task Learning	CodeCode Available	5
Improving rule mining via embedding-based link prediction	Jun 14, 2024	Knowledge GraphsLink Prediction	CodeCode Available	5
Independent Distribution Regularization for Private Graph Embedding	Aug 16, 2023	AttributeGraph Embedding	CodeCode Available	5
Discovering emergent connections in quantum physics research via dynamic word embeddings	Nov 10, 2024	Knowledge GraphsLink Prediction	CodeCode Available	5
A Deep Sequential Model for Discourse Parsing on Multi-Party Dialogues	Dec 1, 2018	Discourse ParsingLink Prediction	CodeCode Available	5
A Deep Probabilistic Framework for Continuous Time Dynamic Graph Generation	Dec 20, 2024	Anomaly DetectionData Augmentation	CodeCode Available	5
A Neural Network for Semigroups	Mar 12, 2021	DenoisingImage Reconstruction	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