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 1451–1475 of 1949 papers

Title	Date	Tasks	Status	Hype
ExEm: Expert Embedding using dominating set theory with deep learning approaches	Jan 16, 2020	Graph EmbeddingLink Prediction	CodeCode Available	0
Document Network Projection in Pretrained Word Embedding Space	Jan 16, 2020	ClusteringGeneral Classification	—Unverified	0
BasConv: Aggregating Heterogeneous Interactions for Basket Recommendation with Graph Convolutional Neural Network	Jan 14, 2020	Collaborative FilteringLink Prediction	CodeCode Available	0
Social Science Guided Feature Engineering: A Novel Approach to Signed Link Analysis	Jan 4, 2020	Feature EngineeringLink Prediction	—Unverified	0
Reasoning on Knowledge Graphs with Debate Dynamics	Jan 2, 2020	General ClassificationKnowledge Graphs	CodeCode Available	1
Knowledge Graph Embedding via Graph Attenuated Attention Networks	Dec 31, 2019	Graph EmbeddingKnowledge Base Completion	—Unverified	0
Clustering as an Evaluation Protocol for Knowledge Embedding Representation of Categorised Multi-relational Data in the Clinical Domain	Dec 29, 2019	ClusteringKnowledge Graph Completion	—Unverified	0
Neural Subgraph Isomorphism Counting	Dec 25, 2019	Domain AdaptationGraph Learning	CodeCode Available	0
Evaluating the Effectiveness of Margin Parameter when Learning Knowledge Embedding Representation for Domain-specific Multi-relational Categorized Data	Dec 21, 2019	General ClassificationLink Prediction	CodeCode Available	0
Meta-Graph: Few Shot Link Prediction via Meta Learning	Dec 20, 2019	Graph Neural NetworkLink Prediction	CodeCode Available	0
Differentiable Reasoning on Large Knowledge Bases and Natural Language	Dec 17, 2019	Link PredictionQuestion Answering	CodeCode Available	1
Bridging the Gap between Community and Node Representations: Graph Embedding via Community Detection	Dec 17, 2019	Community DetectionGraph Embedding	CodeCode Available	0
Fast Computation of Katz Index for Efficient Processing of Link Prediction Queries	Dec 13, 2019	Collaborative FilteringLink Prediction	—Unverified	0
Beyond Node Embedding: A Direct Unsupervised Edge Representation Framework for Homogeneous Networks	Dec 11, 2019	Link PredictionNetwork Embedding	—Unverified	0
OpenBioLink: A benchmarking framework for large-scale biomedical link prediction	Dec 10, 2019	BenchmarkingBIG-bench Machine Learning	CodeCode Available	0
Gaussian Embedding of Large-scale Attributed Graphs	Dec 2, 2019	Graph EmbeddingLink Prediction	CodeCode Available	0
Sparse Graph Attention Networks	Dec 2, 2019	ClassificationGeneral Classification	CodeCode Available	0
Cross-Domain Recommendation via Preference Propagation GraphNet	Dec 1, 2019	Link PredictionTransfer Learning	—Unverified	0
Pretrain-KGEs: Learning Knowledge Representation from Pretrained Models for Knowledge Graph Embeddings	Dec 1, 2019	Knowledge Graph CompletionKnowledge Graph Embeddings	—Unverified	0
JNET: Learning User Representations via Joint Network Embedding and Topic Embedding	Dec 1, 2019	Link PredictionNetwork Embedding	CodeCode Available	0
Scalable Deep Generative Relational Model with High-Order Node Dependence	Dec 1, 2019	Data AugmentationLink Prediction	CodeCode Available	0
Outliers Detection in Networks with Missing Links	Nov 29, 2019	EpidemiologyLink Prediction	—Unverified	0
RETRO: Relation Retrofitting For In-Database Machine Learning on Textual Data	Nov 28, 2019	BIG-bench Machine LearningImputation	—Unverified	0
Generative Temporal Link Prediction via Self-tokenized Sequence Modeling	Nov 26, 2019	Link PredictionPrediction	—Unverified	0
Effective Decoding in Graph Auto-Encoder using Triadic Closure	Nov 26, 2019	ClusteringDecoder	—Unverified	0

Show:10 25 50

← PrevPage 59 of 78Next →

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