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 251–275 of 1949 papers

TitleStatusHype
End-to-end Emotion-Cause Pair Extraction via Learning to LinkCode1
Multi-Task Attentive Residual Networks for Argument MiningCode1
End-to-End Differentiable ProvingCode1
Multi-task Self-supervised Graph Neural Networks Enable Stronger Task GeneralizationCode1
EvolveGCN: Evolving Graph Convolutional Networks for Dynamic GraphsCode1
Adversarial Privacy Preserving Graph Embedding against Inference AttackCode1
Exphormer: Sparse Transformers for GraphsCode1
Expressive Sign Equivariant Networks for Spectral Geometric LearningCode1
CAKE: A Scalable Commonsense-Aware Framework For Multi-View Knowledge Graph CompletionCode1
Euler: Detecting Network Lateral Movement via Scalable Temporal Link PredictionCode1
Evaluating Graph Neural Networks for Link Prediction: Current Pitfalls and New BenchmarkingCode1
Equivariant and Stable Positional Encoding for More Powerful Graph Neural NetworksCode1
CHERRY: a Computational metHod for accuratE pRediction of virus-pRokarYotic interactions using a graph encoder-decoder modelCode1
Cleora: A Simple, Strong and Scalable Graph Embedding SchemeCode1
A Representation Learning Framework for Property GraphsCode1
EvoKG: Jointly Modeling Event Time and Network Structure for Reasoning over Temporal Knowledge GraphsCode1
A Retrieve-and-Read Framework for Knowledge Graph Link PredictionCode1
Canonical Tensor Decomposition for Knowledge Base CompletionCode1
CoDEx: A Comprehensive Knowledge Graph Completion BenchmarkCode1
Can We Predict New Facts with Open Knowledge Graph Embeddings? A Benchmark for Open Link PredictionCode1
Argumentative Link Prediction using Residual Networks and Multi-Objective LearningCode1
Cold Start Similar Artists Ranking with Gravity-Inspired Graph AutoencodersCode1
ConGraT: Self-Supervised Contrastive Pretraining for Joint Graph and Text EmbeddingsCode1
CascadER: Cross-Modal Cascading for Knowledge Graph Link PredictionCode1
EX-Graph: A Pioneering Dataset Bridging Ethereum and XCode1
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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