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 151–200 of 1949 papers

TitleStatusHype
Boosting Graph Embedding on a Single GPUCode1
BoxE: A Box Embedding Model for Knowledge Base CompletionCode1
A Survey of Adversarial Learning on GraphsCode1
A Survey of Imbalanced Learning on Graphs: Problems, Techniques, and Future DirectionsCode1
DTGB: A Comprehensive Benchmark for Dynamic Text-Attributed GraphsCode1
Adaptive Attentional Network for Few-Shot Knowledge Graph CompletionCode1
End-to-End Differentiable ProvingCode1
End-to-end Emotion-Cause Pair Extraction via Learning to LinkCode1
A Capsule Network-based Embedding Model for Knowledge Graph Completion and Search PersonalizationCode1
A Survey on Graph Counterfactual Explanations: Definitions, Methods, Evaluation, and Research ChallengesCode1
Can We Predict New Facts with Open Knowledge Graph Embeddings? A Benchmark for Open Link PredictionCode1
ConGraT: Self-Supervised Contrastive Pretraining for Joint Graph and Text EmbeddingsCode1
Canonical Tensor Decomposition for Knowledge Base CompletionCode1
Evaluating Node Embeddings of Complex NetworksCode1
EvoKG: Jointly Modeling Event Time and Network Structure for Reasoning over Temporal Knowledge GraphsCode1
A Survey on Role-Oriented Network EmbeddingCode1
Adaptive Graph Diffusion NetworksCode1
Knowledge Graph Convolutional Networks for Recommender SystemsCode1
Explainable Link Prediction for Emerging Entities in Knowledge GraphsCode1
Exploring Scholarly Data by Semantic Query on Knowledge Graph Embedding SpaceCode1
A Self-Attention Network based Node Embedding ModelCode1
CHERRY: a Computational metHod for accuratE pRediction of virus-pRokarYotic interactions using a graph encoder-decoder modelCode1
Fast Network Embedding Enhancement via High Order Proximity ApproximationCode1
Differentially Private Federated Knowledge Graphs EmbeddingCode1
A Theory of Link Prediction via Relational Weisfeiler-Leman on Knowledge GraphsCode1
Along the Time: Timeline-traced Embedding for Temporal Knowledge Graph CompletionCode1
Cleora: A Simple, Strong and Scalable Graph Embedding SchemeCode1
Combating Bilateral Edge Noise for Robust Link PredictionCode1
CoDEx: A Comprehensive Knowledge Graph Completion BenchmarkCode1
Adversarial Training Methods for Network EmbeddingCode1
GCC: Graph Contrastive Coding for Graph Neural Network Pre-TrainingCode1
Drug Similarity and Link Prediction Using Graph Embeddings on Medical Knowledge GraphsCode1
LPFormer: An Adaptive Graph Transformer for Link PredictionCode1
Confidence-Based Feature Imputation for Graphs with Partially Known FeaturesCode1
Geometry Interaction Knowledge Graph EmbeddingsCode1
GIPA: A General Information Propagation Algorithm for Graph LearningCode1
Analogical Inference Enhanced Knowledge Graph EmbeddingCode1
Composition-based Multi-Relational Graph Convolutional NetworksCode1
Duality-Induced Regularizer for Tensor Factorization Based Knowledge Graph CompletionCode1
Graph Algorithms for Multiparallel Word AlignmentCode1
Does Graph Distillation See Like Vision Dataset Counterpart?Code1
Distance-Enhanced Graph Neural Network for Link PredictionCode1
Graph Neural Networks for Link Prediction with Subgraph SketchingCode1
Graph Neural Prompting with Large Language ModelsCode1
Analyzing Knowledge Graph Embedding Methods from a Multi-Embedding Interaction PerspectiveCode1
ContextGNN: Beyond Two-Tower Recommendation SystemsCode1
AutoSF: Searching Scoring Functions for Knowledge Graph EmbeddingCode1
Do Pre-trained Models Benefit Knowledge Graph Completion? A Reliable Evaluation and a Reasonable ApproachCode1
An AMR-based Link Prediction Approach for Document-level Event Argument ExtractionCode1
Benchmarking Graph Neural Networks on Dynamic Link PredictionCode1
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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