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

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Showing 601–625 of 1949 papers

TitleStatusHype
VitaGraph: Building a Knowledge Graph for Biologically Relevant Learning TasksCode0
Cooperative Network Learning for Large-Scale and Decentralized GraphsCode0
InteractE: Improving Convolution-based Knowledge Graph Embeddings by Increasing Feature InteractionsCode0
Convolutional Hypercomplex Embeddings for Link PredictionCode0
ATP: Directed Graph Embedding with Asymmetric Transitivity PreservationCode0
Inter-domain Multi-relational Link PredictionCode0
ConvDySAT: Deep Neural Representation Learning on Dynamic Graphs via Self-Attention and Convolutional Neural NetworksCode0
A Topological Perspective on Demystifying GNN-Based Link Prediction PerformanceCode0
Integrating Structural and Semantic Signals in Text-Attributed Graphs with BiGTexCode0
On the Ambiguity of Rank-Based Evaluation of Entity Alignment or Link Prediction MethodsCode0
Iteratively Learning Representations for Unseen Entities with Inter-Rule CorrelationsCode0
Knowledge Graph Completion via Complex Tensor FactorizationCode0
Continuous-Time Relationship Prediction in Dynamic Heterogeneous Information NetworksCode0
A Text-based Approach For Link Prediction on Wikipedia ArticlesCode0
Structural Group Unfairness: Measurement and Mitigation by means of the Effective ResistanceCode0
A Systematic Investigation of KB-Text Embedding Alignment at ScaleCode0
Reliable Time Prediction in the Markov Stochastic Block ModelCode0
Inferring Networks of Substitutable and Complementary ProductsCode0
Asymptotics of Network Embeddings Learned via SubsamplingCode0
A Systematic Evaluation of Knowledge Graph Embeddings for Gene-Disease Association PredictionCode0
ContextGNN goes to Elliot: Towards Benchmarking Relational Deep Learning for Static Link Prediction (aka Personalized Item Recommendation)Code0
Influence-guided Data Augmentation for Neural Tensor CompletionCode0
Asymptotics of _2 Regularized Network EmbeddingsCode0
Inductive Link Prediction on N-ary Relational Facts via Semantic Hypergraph ReasoningCode0
Inductive Link Prediction in Knowledge Graphs using Path-based Neural NetworksCode0
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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