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 351–375 of 1949 papers

Title	Date	Tasks	Status	Hype
Efficient Federated Learning on Knowledge Graphs via Privacy-preserving Relation Embedding Aggregation	Mar 17, 2022	Entity EmbeddingsFederated Learning	CodeCode Available	1
Distance-Enhanced Graph Neural Network for Link Prediction	May 20, 2021	Graph Neural NetworkLink Prediction	CodeCode Available	1
Convolutional 2D Knowledge Graph Embeddings	Jul 5, 2017	Knowledge Graph EmbeddingsKnowledge Graphs	CodeCode Available	1
Convolutional Complex Knowledge Graph Embeddings	Aug 7, 2020	Knowledge Graph EmbeddingsKnowledge Graphs	CodeCode Available	1
Reviving the Context: Camera Trap Species Classification as Link Prediction on Multimodal Knowledge Graphs	Dec 31, 2023	Image ClassificationKnowledge Graphs	CodeCode Available	1
COO: Comic Onomatopoeia Dataset for Recognizing Arbitrary or Truncated Texts	Jul 11, 2022	Link PredictionText Detection	CodeCode Available	1
Meta-Learning Based Knowledge Extrapolation for Knowledge Graphs in the Federated Setting	May 10, 2022	Graph Neural NetworkKnowledge Graphs	CodeCode Available	1
Metapath- and Entity-aware Graph Neural Network for Recommendation	Oct 22, 2020	Graph Neural NetworkLink Prediction	CodeCode Available	1
MMKG: Multi-Modal Knowledge Graphs	Mar 13, 2019	Knowledge GraphsLink Prediction	CodeCode Available	1
Modeling Dynamic Heterogeneous Network for Link Prediction using Hierarchical Attention with Temporal RNN	Apr 1, 2020	Link PredictionNetwork Embedding	CodeCode Available	1
Representation Learning for Attributed Multiplex Heterogeneous Network	May 5, 2019	Graph EmbeddingInductive Learning	CodeCode Available	1
Correlated Variational Auto-Encoders	May 14, 2019	ClusteringLink Prediction	CodeCode Available	1
Learning from Counterfactual Links for Link Prediction	Jun 3, 2021	Causal Inferencecounterfactual	CodeCode Available	1
Directed Graph Auto-Encoders	Feb 25, 2022	DecoderLink Prediction	CodeCode Available	1
MOTIVE: A Drug-Target Interaction Graph For Inductive Link Prediction	Jun 12, 2024	Drug DiscoveryInductive Link Prediction	CodeCode Available	1
MSGNN: A Spectral Graph Neural Network Based on a Novel Magnetic Signed Laplacian	Sep 1, 2022	Graph Neural NetworkLink Prediction	CodeCode Available	1
LPFormer: An Adaptive Graph Transformer for Link Prediction	Oct 17, 2023	Inductive BiasLink Prediction	CodeCode Available	1
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
Does Graph Distillation See Like Vision Dataset Counterpart?	Oct 13, 2023	Anomaly DetectionDataset Distillation	CodeCode Available	1
Multiplex Heterogeneous Graph Convolutional Network	Aug 12, 2022	AttributeLink Prediction	CodeCode Available	1
CrossWalk: Fairness-enhanced Node Representation Learning	May 6, 2021	FairnessLink Prediction	CodeCode Available	1
Multi-Task Attentive Residual Networks for Argument Mining	Feb 24, 2021	Argument MiningComponent Classification	CodeCode Available	1
CSGCL: Community-Strength-Enhanced Graph Contrastive Learning	May 8, 2023	AttributeContrastive Learning	CodeCode Available	1
Multi-task Self-supervised Graph Neural Networks Enable Stronger Task Generalization	Oct 5, 2022	Link PredictionNode Classification	CodeCode Available	1
Efficient Graph Deep Learning in TensorFlow with tf_geometric	Jan 27, 2021	Deep LearningGeneral Classification	CodeCode Available	1

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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