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 1051–1075 of 1949 papers

TitleStatusHype
Large Margin Nearest Neighbor Embedding for Knowledge Representation—0
Large-Scale Network Embedding in Apache Spark—0
LASAGNE: Locality And Structure Aware Graph Node Embedding—0
Exact Representation of Sparse Networks with Symmetric Nonnegative Embeddings—0
Latent Network Embedding via Adversarial Auto-encoders—0
Latent Space Model for Higher-order Networks and Generalized Tensor Decomposition—0
LaundroGraph: Self-Supervised Graph Representation Learning for Anti-Money Laundering—0
An Edge-Aware Graph Autoencoder Trained on Scale-Imbalanced Data for Traveling Salesman Problems—0
Smoothing Graphons for Modelling Exchangeable Relational Data—0
Learning Asymmetric Embedding for Attributed Networks via Convolutional Neural Network—0
Tutorial on NLP-Inspired Network Embedding—0
Effective backdoor attack on graph neural networks in link prediction tasks—0
Directed Criteria Citation Recommendation and Ranking Through Link Prediction—0
Learning-based link prediction analysis for Facebook100 network—0
Social Link Inference via Multi-View Matching Network from Spatio-Temporal Trajectories—0
Learning Complete Topology-Aware Correlations Between Relations for Inductive Link Prediction—0
Learning Correlated Latent Representations with Adaptive Priors—0
Social Science Guided Feature Engineering: A Novel Approach to Signed Link Analysis—0
Soft Marginal TransE for Scholarly Knowledge Graph Completion—0
Software Engineering Event Modeling using Relative Time in Temporal Knowledge Graphs—0
Learning Embedding Representations for Knowledge Inference on Imperfect and Incomplete Repositories—0
SoMeR: Multi-View User Representation Learning for Social Media—0
Learning Faithful Representations of Causal Graphs—0
SpaceE: Knowledge Graph Embedding by Relational Linear Transformation in the Entity Space—0
Learning from Samples: Inverse Problems over measures via Sharpened Fenchel-Young Losses—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