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 926–950 of 1949 papers

TitleStatusHype
There is No Big Brother or Small Brother: Knowledge Infusion in Language Models for Link Prediction and Question AnsweringCode0
IRT2: Inductive Linking and Ranking in Knowledge Graphs of Varying ScaleCode0
PiPAD: Pipelined and Parallel Dynamic GNN Training on GPUs—0
IS-GGT: Iterative Scene Graph Generation With Generative Transformers—0
GANExplainer: GAN-based Graph Neural Networks Explainer—0
PersonaSAGE: A Multi-Persona Graph Neural Network—0
Customizing Knowledge Graph Embedding to Improve Clinical Study Recommendation—0
Robust Sequence Networked Submodular Maximization—0
EDoG: Adversarial Edge Detection For Graph Neural Networks—0
Refined Edge Usage of Graph Neural Networks for Edge Prediction—0
Piecewise-Velocity Model for Learning Continuous-time Dynamic Node Representations—0
Graph Learning with Localized Neighborhood Fairness—0
Integrating Heterogeneous Domain Information into Relation Extraction: A Case Study on Drug-Drug Interaction Extraction—0
Graph Learning for Anomaly Analytics: Algorithms, Applications, and Challenges—0
Scientific Paper Extractive Summarization Enhanced by Citation Graphs—0
Analysis of Drug repurposing Knowledge graphs for Covid-19—0
kHGCN: Tree-likeness Modeling via Continuous and Discrete Curvature LearningCode0
Pseudo-Riemannian Embedding Models for Multi-Relational Graph Representations—0
Iterative Scene Graph Generation with Generative Transformers—0
Text Representation Enrichment Utilizing Graph based Approaches: Stock Market Technical Analysis Case Study—0
FakeEdge: Alleviate Dataset Shift in Link PredictionCode0
Link Prediction with Non-Contrastive LearningCode0
RAILD: Towards Leveraging Relation Features for Inductive Link Prediction In Knowledge GraphsCode0
Knowledge Graph Contrastive Learning Based on Relation-Symmetrical Structure—0
ReInform: Selecting paths with reinforcement learning for contextualized link predictionCode0
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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