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 51–100 of 1949 papers

TitleStatusHype
Correlated Variational Auto-EncodersCode1
Differentiable Reasoning on Large Knowledge Bases and Natural LanguageCode1
A Theory of Link Prediction via Relational Weisfeiler-Leman on Knowledge GraphsCode1
Diffusion-based Negative Sampling on Graphs for Link PredictionCode1
CSGCL: Community-Strength-Enhanced Graph Contrastive LearningCode1
Disentangled Condensation for Large-scale GraphsCode1
Adversarial Attacks on Knowledge Graph Embeddings via Instance Attribution MethodsCode1
Distance-Enhanced Graph Neural Network for Link PredictionCode1
A Unified Lottery Ticket Hypothesis for Graph Neural NetworksCode1
DRew: Dynamically Rewired Message Passing with DelayCode1
Adversarially Regularized Graph Autoencoder for Graph EmbeddingCode1
Demographic Aware Probabilistic Medical Knowledge Graph Embeddings of Electronic Medical RecordsCode1
Discrete-time Temporal Network Embedding via Implicit Hierarchical Learning in Hyperbolic SpaceCode1
Dynamic Graph Information BottleneckCode1
Contextual Parameter Generation for Knowledge Graph Link PredictionCode1
ContextGNN: Beyond Two-Tower Recommendation SystemsCode1
Contrastive Representation Learning for Dynamic Link Prediction in Temporal NetworksCode1
Confidence-Based Feature Imputation for Graphs with Partially Known FeaturesCode1
Along the Time: Timeline-traced Embedding for Temporal Knowledge Graph CompletionCode1
ConGraT: Self-Supervised Contrastive Pretraining for Joint Graph and Text EmbeddingsCode1
Convolutional 2D Knowledge Graph EmbeddingsCode1
Adaptive Graph Encoder for Attributed Graph EmbeddingCode1
Knowledge Graph Convolutional Networks for Recommender SystemsCode1
Cold Start Similar Artists Ranking with Gravity-Inspired Graph AutoencodersCode1
Cleora: A Simple, Strong and Scalable Graph Embedding SchemeCode1
A Representation Learning Framework for Property GraphsCode1
A Capsule Network-based Embedding Model for Knowledge Graph Completion and Search PersonalizationCode1
Argumentative Link Prediction using Residual Networks and Multi-Objective LearningCode1
Cluster-GCN: An Efficient Algorithm for Training Deep and Large Graph Convolutional NetworksCode1
Combating Bilateral Edge Noise for Robust Link PredictionCode1
A Retrieve-and-Read Framework for Knowledge Graph Link PredictionCode1
A Self-Attention Network based Node Embedding ModelCode1
Adaptive Graph Diffusion NetworksCode1
Explainable Link Prediction for Emerging Entities in Knowledge GraphsCode1
Convolutional Complex Knowledge Graph EmbeddingsCode1
CoDEx: A Comprehensive Knowledge Graph Completion BenchmarkCode1
CAKE: A Scalable Commonsense-Aware Framework For Multi-View Knowledge Graph CompletionCode1
AsEP: Benchmarking Deep Learning Methods for Antibody-specific Epitope PredictionCode1
Adaptive Attentional Network for Few-Shot Knowledge Graph CompletionCode1
Composition-based Multi-Relational Graph Convolutional NetworksCode1
LPFormer: An Adaptive Graph Transformer for Link PredictionCode1
A Survey of Imbalanced Learning on Graphs: Problems, Techniques, and Future DirectionsCode1
Analogical Inference Enhanced Knowledge Graph EmbeddingCode1
A Survey of Adversarial Learning on GraphsCode1
Canonical Tensor Decomposition for Knowledge Base CompletionCode1
Learning from Counterfactual Links for Link PredictionCode1
Analyzing Knowledge Graph Embedding Methods from a Multi-Embedding Interaction PerspectiveCode1
A Survey on Role-Oriented Network EmbeddingCode1
An AMR-based Link Prediction Approach for Document-level Event Argument ExtractionCode1
Reviving the Context: Camera Trap Species Classification as Link Prediction on Multimodal Knowledge GraphsCode1
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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