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 1626–1650 of 1949 papers

Title	Date	Tasks	Status	Hype
Deep Representation Learning for Social Network Analysis	Apr 18, 2019	Anomaly DetectionAttribute	—Unverified	0
Compositional Network Embedding	Apr 17, 2019	AttributeLink Prediction	—Unverified	0
Recurrent Event Network: Autoregressive Structure Inference over Temporal Knowledge Graphs	Apr 11, 2019	Knowledge GraphsLink Prediction	CodeCode Available	0
FILDNE: A Framework for Incremental Learning of Dynamic Networks Embeddings	Apr 6, 2019	Dynamic graph embeddingGraph Embedding	CodeCode Available	0
GNE: a deep learning framework for gene network inference by aggregating biological information	Apr 5, 2019	Gene Interaction PredictionLink Prediction	CodeCode Available	0
Graph Pattern Entity Ranking Model for Knowledge Graph Completion	Apr 5, 2019	Graph EmbeddingKnowledge Graph Completion	—Unverified	0
Defeats GAN: A Simpler Model Outperforms in Knowledge Representation Learning	Apr 3, 2019	Link PredictionRepresentation Learning	—Unverified	0
PyTorch-BigGraph: A Large-scale Graph Embedding System	Mar 28, 2019	Graph Embeddinggraph partitioning	CodeCode Available	0
Linkage Based Face Clustering via Graph Convolution Network	Mar 27, 2019	ClusteringFace Clustering	CodeCode Available	1
Analyzing Knowledge Graph Embedding Methods from a Multi-Embedding Interaction Perspective	Mar 27, 2019	Graph EmbeddingKnowledge Graph Embedding	CodeCode Available	1
Domain Representation for Knowledge Graph Embedding	Mar 26, 2019	Graph EmbeddingKnowledge Graph Embedding	—Unverified	0
Connecting Language and Knowledge with Heterogeneous Representations for Neural Relation Extraction	Mar 25, 2019	Link PredictionRelation	CodeCode Available	0
Node Embedding over Temporal Graphs	Mar 21, 2019	ClusteringLink Prediction	CodeCode Available	0
Iteratively Learning Embeddings and Rules for Knowledge Graph Reasoning	Mar 21, 2019	Entity EmbeddingsKnowledge Graphs	—Unverified	0
A Comparative Study for Unsupervised Network Representation Learning	Mar 19, 2019	Experimental DesignLink Prediction	—Unverified	0
Knowledge Graph Convolutional Networks for Recommender Systems	Mar 18, 2019	Click-Through Rate PredictionCollaborative Filtering	CodeCode Available	1
Splitter: Learning Node Representations that Capture Multiple Social Contexts	Mar 18, 2019	Graph EmbeddingLink Prediction	CodeCode Available	0
MMKG: Multi-Modal Knowledge Graphs	Mar 13, 2019	Knowledge GraphsLink Prediction	CodeCode Available	1
Interaction Embeddings for Prediction and Explanation in Knowledge Graphs	Mar 12, 2019	Graph EmbeddingKnowledge Graph Embedding	—Unverified	0
Learning Edge Properties in Graphs from Path Aggregations	Mar 11, 2019	FairnessLink Prediction	CodeCode Available	0
Detecting drug-drug interactions using artificial neural networks and classic graph similarity measures	Mar 11, 2019	Graph SimilarityLink Prediction	CodeCode Available	0
GNNExplainer: Generating Explanations for Graph Neural Networks	Mar 10, 2019	BIG-bench Machine LearningExplainable artificial intelligence	CodeCode Available	1
Logic Rules Powered Knowledge Graph Embedding	Mar 9, 2019	Graph EmbeddingKnowledge Graph Embedding	—Unverified	0
EvalNE: A Framework for Evaluating Network Embeddings on Link Prediction	Mar 6, 2019	Link PredictionNetwork Embedding	—Unverified	0
Signed Link Prediction with Sparse Data: The Role of Personality Information	Mar 6, 2019	Link PredictionPrediction	—Unverified	0

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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