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 251–275 of 1949 papers

TitleStatusHype
Hashing-Accelerated Graph Neural Networks for Link PredictionCode1
Heterogeneous Graph Representation Learning with Relation AwarenessCode1
Distance-Enhanced Graph Neural Network for Link PredictionCode1
Machine learning on knowledge graphs for context-aware security monitoringCode1
Differentially Private Federated Knowledge Graphs EmbeddingCode1
GIPA: General Information Propagation Algorithm for Graph LearningCode1
CrossWalk: Fairness-enhanced Node Representation LearningCode1
NeuralLog: a Neural Logic LanguageCode1
Link Prediction on N-ary Relational Data Based on Relatedness EvaluationCode1
Node Co-occurrence based Graph Neural Networks for Knowledge Graph Link PredictionCode1
NePTuNe: Neural Powered Tucker Network for Knowledge Graph CompletionCode1
Dynamic Graph Neural Networks for Sequential RecommendationCode1
Is Multi-Hop Reasoning Really Explainable? Towards Benchmarking Reasoning InterpretabilityCode1
Demographic Aware Probabilistic Medical Knowledge Graph Embeddings of Electronic Medical RecordsCode1
Neural Multi-Hop Reasoning With Logical Rules on Biomedical Knowledge GraphsCode1
OGB-LSC: A Large-Scale Challenge for Machine Learning on GraphsCode1
Topology-Aware Correlations Between Relations for Inductive Link Prediction in Knowledge GraphsCode1
OAG-BERT: Towards A Unified Backbone Language Model For Academic Knowledge ServicesCode1
Self-supervised Auxiliary Learning for Graph Neural Networks via Meta-LearningCode1
Logic Embeddings for Complex Query AnsweringCode1
Multi-Task Attentive Residual Networks for Argument MiningCode1
V2W-BERT: A Framework for Effective Hierarchical Multiclass Classification of Software VulnerabilitiesCode1
MagNet: A Neural Network for Directed GraphsCode1
Link Prediction with Persistent Homology: An Interactive ViewCode1
Fast Graph Learning with Unique Optimal SolutionsCode1
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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
8ComplEx-N3 (reciprocal)Hits@100.96—Unverified
9MEI (small)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