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 151–175 of 1949 papers

Title	Date	Tasks	Status	Hype
Along the Time: Timeline-traced Embedding for Temporal Knowledge Graph Completion	Oct 17, 2022	Graph EmbeddingKnowledge Graph Completion	CodeCode Available	1
Parameter-free Dynamic Graph Embedding for Link Prediction	Oct 15, 2022	AttributeDynamic graph embedding	CodeCode Available	1
SMiLE: Schema-augmented Multi-level Contrastive Learning for Knowledge Graph Link Prediction	Oct 10, 2022	Contrastive LearningKnowledge Graphs	CodeCode Available	1
Geodesic Graph Neural Network for Efficient Graph Representation Learning	Oct 6, 2022	Graph ClassificationGraph Learning	CodeCode Available	1
Multi-task Self-supervised Graph Neural Networks Enable Stronger Task Generalization	Oct 5, 2022	Link PredictionNode Classification	CodeCode Available	1
MLPInit: Embarrassingly Simple GNN Training Acceleration with MLP Initialization	Sep 30, 2022	Link PredictionNode Classification	CodeCode Available	1
Graph Neural Networks for Link Prediction with Subgraph Sketching	Sep 30, 2022	GPULink Prediction	CodeCode Available	1
MEIM: Multi-partition Embedding Interaction Beyond Block Term Format for Efficient and Expressive Link Prediction	Sep 30, 2022	Graph EmbeddingKnowledge Graph Embedding	CodeCode Available	1
Predicting the Future of AI with AI: High-quality link prediction in an exponentially growing knowledge network	Sep 23, 2022	Link Prediction	CodeCode Available	1
Predicting Drug-Drug Interactions using Deep Generative Models on Graphs	Sep 14, 2022	Link Prediction	CodeCode Available	1
Disconnected Emerging Knowledge Graph Oriented Inductive Link Prediction	Sep 3, 2022	Contrastive LearningInductive Link Prediction	CodeCode Available	1
Neighborhood-aware Scalable Temporal Network Representation Learning	Sep 2, 2022	Inductive Link PredictionLink 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
GreenKGC: A Lightweight Knowledge Graph Completion Method	Aug 19, 2022	Edge-computingKnowledge Graph Completion	CodeCode Available	1
Multiplex Heterogeneous Graph Convolutional Network	Aug 12, 2022	AttributeLink Prediction	CodeCode Available	1
Subgraph Neighboring Relations Infomax for Inductive Link Prediction on Knowledge Graphs	Jul 28, 2022	Inductive Link PredictionKnowledge Graphs	CodeCode Available	1
μKG: A Library for Multi-source Knowledge Graph Embeddings and Applications	Jul 23, 2022	Entity AlignmentEntity Typing	CodeCode Available	1
Towards Better Evaluation for Dynamic Link Prediction	Jul 20, 2022	Dynamic Link PredictionLink Prediction	CodeCode Available	1
DHGE: Dual-View Hyper-Relational Knowledge Graph Embedding for Link Prediction and Entity Typing	Jul 18, 2022	AttributeEntity Typing	CodeCode Available	1
Hardware-agnostic Computation for Large-scale Knowledge Graph Embeddings	Jul 18, 2022	Continual LearningGraph Embedding	CodeCode Available	1
The DLCC Node Classification Benchmark for Analyzing Knowledge Graph Embeddings	Jul 13, 2022	Graph EmbeddingKnowledge Graph Embedding	CodeCode Available	1
COO: Comic Onomatopoeia Dataset for Recognizing Arbitrary or Truncated Texts	Jul 11, 2022	Link PredictionText Detection	CodeCode Available	1
Start Small, Think Big: On Hyperparameter Optimization for Large-Scale Knowledge Graph Embeddings	Jul 11, 2022	Graph EmbeddingHyperparameter Optimization	CodeCode Available	1
A Representation Learning Framework for Property Graphs	Jun 27, 2022	Graph EmbeddingGraph Representation Learning	CodeCode Available	1
Language Models as Knowledge Embeddings	Jun 25, 2022	Contrastive LearningLink Prediction	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	ComplEx-N3 (reciprocal)	Hits@10	0.96	—	Unverified
9	MEI (small)	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