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 701–725 of 1949 papers

TitleStatusHype
From Wide to Deep: Dimension Lifting Network for Parameter-efficient Knowledge Graph Embedding—0
Asymmetric Learning for Graph Neural Network based Link Prediction—0
From One Point to A Manifold: Knowledge Graph Embedding For Precise Link Prediction—0
From Link Prediction to Forecasting: Information Loss in Batch-based Temporal Graph Learning—0
Contributions to Representation Learning with Graph Autoencoders and Applications to Music Recommendation—0
Higher-order Structure Boosts Link Prediction on Temporal Graphs—0
Constructing Graph Node Embeddings via Discrimination of Similarity Distributions—0
From communities to interpretable network and word embedding: an unified approach—0
Higher-Order Relations Skew Link Prediction in Graphs—0
Geometric Algebra based Embeddings for Static and Temporal Knowledge Graph Completion—0
From Chain to Tree: Refining Chain-like Rules into Tree-like Rules on Knowledge Graphs—0
Constraint-based Multi-hop Question Answering with Knowledge Graph—0
Higher-order Spectral Clustering for Heterogeneous Graphs—0
Higher-order Structure Prediction in Evolving Graph Simplicial Complexes—0
HMSG: Heterogeneous Graph Neural Network based on Metapath Subgraph Learning—0
How to Bridge Spatial and Temporal Heterogeneity in Link Prediction? A Contrastive Method—0
Global and local evaluation of link prediction tasks with neural embeddings—0
Copula Mixed-Membership Stochastic Blockmodel for Intra-Subgroup Correlations—0
GNN-ACLP: Graph Neural Networks based Analog Circuit Link Prediction—0
GNNAnatomy: Rethinking Model-Level Explanations for Graph Neural Networks—0
GNN Applied to Ego-nets for Friend Suggestions—0
Consistencies and inconsistencies between model selection and link prediction in networks—0
Foundations and modelling of dynamic networks using Dynamic Graph Neural Networks: A survey—0
GRADE: Graph Dynamic Embedding—0
Hierarchical Hyperlink Prediction for the WWW—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