SOTAVerified

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 AddedMost HypedMost ActiveNeeds VerificationMost Verified

Showing 1551–1575 of 1949 papers

TitleStatusHype
AutoETER: Automated Entity Type Representation for Knowledge Graph Embedding—0
Reinforcement Learning-based Black-Box Evasion Attacks to Link Prediction in Dynamic Graphs—0
Variational Disentangled Graph Auto-Encoders for Link Prediction—0
ReLaText: Exploiting Visual Relationships for Arbitrary-Shaped Scene Text Detection with Graph Convolutional Networks—0
Relation Adversarial Network for Low Resource Knowledge Graph Completion—0
Towards Semantically Enriched Embeddings for Knowledge Graph Completion—0
Accurate Text-Enhanced Knowledge Graph Representation Learning—0
A Unified Temporal Knowledge Graph Reasoning Model Towards Interpolation and Extrapolation—0
Relational Learning Analysis of Social Politics using Knowledge Graph Embedding—0
Augmenting Compositional Models for Knowledge Base Completion Using Gradient Representations—0
Knowledge Graph Contrastive Learning Based on Relation-Symmetrical Structure—0
AugGAN: Cross Domain Adaptation with GAN-based Data Augmentation—0
Accurate prediction of international trade flows: Leveraging knowledge graphs and their embeddings—0
Relation Structure-Aware Heterogeneous Information Network Embedding—0
Relation-weighted Link Prediction for Disease Gene Identification—0
Attribute-Enhanced Similarity Ranking for Sparse Link Prediction—0
Attributed Network Embedding for Learning in a Dynamic Environment—0
Adaptive Margin Ranking Loss for Knowledge Graph Embeddings via a Correntropy Objective Function—0
Abstract Graphs and Abstract Paths for Knowledge Graph Completion—0
Evaluating link prediction: New perspectives and recommendations—0
Attribute2vec: Deep Network Embedding Through Multi-Filtering GCN—0
Variational Knowledge Graph Reasoning—0
Evaluating Link Prediction Methods—0
Evaluating Link Prediction Accuracy on Dynamic Networks with Added and Removed Edges—0
EvalNE: A Framework for Evaluating Network Embeddings on Link Prediction—0
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All datasetsFB15k-237WN18RRWN18FB15kYAGO3-10ICEWS05-15ICEWS14CiteseerCoraPubmedWikidata5MGDELT

Benchmark Results

#ModelMetricClaimedVerifiedStatus
1AutoKGEHits@100.56—Unverified
2CP-N3-RPHits@100.55—Unverified
3DistMult (after variational EM)Hits@100.55—Unverified
4KG-R3Hits@100.54—Unverified
5LASSHits@100.53—Unverified
6MDE_advHits@100.53—Unverified
7GFA-NNHits@100.52—Unverified
8KGRefinerHits@100.49—Unverified
9ComplEx NSCachingHits@100.48—Unverified
10LogicENNHits@100.47—Unverified
#ModelMetricClaimedVerifiedStatus
1MoCoKGCHits@100.88—Unverified
2KERMITHits@100.83—Unverified
3MoCoSAHits@100.82—Unverified
4SimKGCIB(+PB+SN)Hits@100.82—Unverified
5C-LMKE(bert-base)Hits@100.79—Unverified
6LASSHits@100.79—Unverified
7LP-BERTHits@100.75—Unverified
8KGLMHits@100.74—Unverified
9StAR(Self-Adp)Hits@100.71—Unverified
10PALTHits@100.69—Unverified
#ModelMetricClaimedVerifiedStatus
1OpenKE (han2018openke)training time (s)11—Unverified
2LibKGE (ruffinelli2020you)training time (s)10—Unverified
3GraphVite (zhu2019graphvite)training time (s)6—Unverified
4Inverse ModelHits@100.96—Unverified
5QuatDEHits@100.96—Unverified
6LineaREHits@100.96—Unverified
7AutoKGEHits@100.96—Unverified
8MEI (small)Hits@100.96—Unverified
9ComplEx-N3 (reciprocal)Hits@100.96—Unverified
10RotatEHits@100.96—Unverified
#ModelMetricClaimedVerifiedStatus
1OPTransEHits@100.9—Unverified
2AutoKGEMRR0.86—Unverified
3ComplEx-N3 (reciprocal)MRR0.86—Unverified
4LineaREMRR0.84—Unverified
5DistMult (after variational EM)MRR0.84—Unverified
6QuatEMRR0.83—Unverified
7SEEKMRR0.83—Unverified
8MEI-BTDMRR0.81—Unverified
9MEI (small)MRR0.8—Unverified
10pRotatEMRR0.8—Unverified