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
Structure-Augmented Text Representation Learning for Efficient Knowledge Graph Completion	Apr 30, 2020	Graph EmbeddingKnowledge Graph Completion	CodeCode Available	1
SE-KGE: A Location-Aware Knowledge Graph Embedding Model for Geographic Question Answering and Spatial Semantic Lifting	Apr 25, 2020	Geographic Question AnsweringGraph Embedding	CodeCode Available	1
TransEdge: Translating Relation-contextualized Embeddings for Knowledge Graphs	Apr 22, 2020	Entity AlignmentEntity Embeddings	CodeCode Available	1
LineaRE: Simple but Powerful Knowledge Graph Embedding for Link Prediction	Apr 21, 2020	Graph EmbeddingKnowledge Graph Embedding	CodeCode Available	1
Tensor Decompositions for temporal knowledge base completion	Apr 10, 2020	Knowledge Base CompletionLink Prediction	CodeCode Available	1
The general theory of permutation equivarant neural networks and higher order graph variational encoders	Apr 8, 2020	Graph GenerationGraph Learning	CodeCode Available	1
Answering Complex Queries in Knowledge Graphs with Bidirectional Sequence Encoders	Apr 6, 2020	Knowledge GraphsLink Prediction	CodeCode Available	1
Contextual Parameter Generation for Knowledge Graph Link Prediction	Apr 3, 2020	Entity EmbeddingsLink 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
K-Core based Temporal Graph Convolutional Network for Dynamic Graphs	Mar 22, 2020	Dynamic graph embeddingGraph Embedding	CodeCode Available	1
Realistic Re-evaluation of Knowledge Graph Completion Methods: An Experimental Study	Mar 18, 2020	Knowledge Graph CompletionLink Prediction	CodeCode Available	1
A Survey of Adversarial Learning on Graphs	Mar 10, 2020	ClusteringGraph Clustering	CodeCode Available	1
Temporal Attribute Prediction via Joint Modeling of Multi-Relational Structure Evolution	Mar 9, 2020	AttributeKnowledge Graphs	CodeCode Available	1
End-to-end Emotion-Cause Pair Extraction via Learning to Link	Feb 25, 2020	BenchmarkingEmotion Cause Extraction	CodeCode Available	1
Inductive Representation Learning on Temporal Graphs	Feb 19, 2020	Graph AttentionGraph Embedding	CodeCode Available	1
Message Passing Query Embedding	Feb 6, 2020	Entity EmbeddingsGraph Neural Network	CodeCode Available	1
MAGNN: Metapath Aggregated Graph Neural Network for Heterogeneous Graph Embedding	Feb 5, 2020	ClusteringDiversity	CodeCode Available	1
Graph Representation Learning via Graphical Mutual Information Maximization	Feb 4, 2020	Graph Representation LearningLink Prediction	CodeCode Available	1
Knowledge Graph Embedding for Link Prediction: A Comparative Analysis	Feb 3, 2020	Graph EmbeddingKnowledge Graph Embedding	CodeCode Available	1
Tri-graph Information Propagation for Polypharmacy Side Effect Prediction	Jan 28, 2020	Link PredictionPose Prediction	CodeCode Available	1
Simple and Effective Graph Autoencoders with One-Hop Linear Models	Jan 21, 2020	ClusteringLink Prediction	CodeCode Available	1
Reasoning on Knowledge Graphs with Debate Dynamics	Jan 2, 2020	General ClassificationKnowledge Graphs	CodeCode Available	1
Differentiable Reasoning on Large Knowledge Bases and Natural Language	Dec 17, 2019	Link PredictionQuestion Answering	CodeCode Available	1
Learning Hierarchy-Aware Knowledge Graph Embeddings for Link Prediction	Nov 21, 2019	Graph EmbeddingKnowledge Graph Completion	CodeCode Available	1
Temporal Knowledge Graph Embedding Model based on Additive Time Series Decomposition	Nov 18, 2019	Graph EmbeddingKnowledge Graph Completion	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