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 101–150 of 1949 papers

TitleStatusHype
BioBLP: A Modular Framework for Learning on Multimodal Biomedical Knowledge GraphsCode1
Equivariant and Stable Positional Encoding for More Powerful Graph Neural NetworksCode1
BoxE: A Box Embedding Model for Knowledge Base CompletionCode1
Boosting Graph Embedding on a Single GPUCode1
An Effective Graph Learning based Approach for Temporal Link Prediction: The First Place of WSDM Cup 2022Code1
Event Prediction using Case-Based Reasoning over Knowledge GraphsCode1
Bring Your Own View: Graph Neural Networks for Link Prediction with Personalized Subgraph SelectionCode1
Exphormer: Sparse Transformers for GraphsCode1
An Open Challenge for Inductive Link Prediction on Knowledge GraphsCode1
Reviving the Context: Camera Trap Species Classification as Link Prediction on Multimodal Knowledge GraphsCode1
Fast Network Embedding Enhancement via High Order Proximity ApproximationCode1
Differentially Private Federated Knowledge Graphs EmbeddingCode1
Duality-Induced Regularizer for Tensor Factorization Based Knowledge Graph CompletionCode1
Robust Optimization as Data Augmentation for Large-scale GraphsCode1
Answering Complex Queries in Knowledge Graphs with Bidirectional Sequence EncodersCode1
Adversarial Attacks on Knowledge Graph Embeddings via Instance Attribution MethodsCode1
CAKE: A Scalable Commonsense-Aware Framework For Multi-View Knowledge Graph CompletionCode1
GCC: Graph Contrastive Coding for Graph Neural Network Pre-TrainingCode1
Canonical Tensor Decomposition for Knowledge Base CompletionCode1
Cluster-GCN: An Efficient Algorithm for Training Deep and Large Graph Convolutional NetworksCode1
Can We Predict New Facts with Open Knowledge Graph Embeddings? A Benchmark for Open Link PredictionCode1
CascadER: Cross-Modal Cascading for Knowledge Graph Link PredictionCode1
Adversarially Regularized Graph Autoencoder for Graph EmbeddingCode1
A Probabilistic Framework for Knowledge Graph Data AugmentationCode1
Cleora: A Simple, Strong and Scalable Graph Embedding SchemeCode1
GIPA: General Information Propagation Algorithm for Graph LearningCode1
Dynamic Graph Information BottleneckCode1
Efficient Graph Deep Learning in TensorFlow with tf_geometricCode1
Discrete-time Temporal Network Embedding via Implicit Hierarchical Learning in Hyperbolic SpaceCode1
Adaptive Attentional Network for Few-Shot Knowledge Graph CompletionCode1
Disentangled Condensation for Large-scale GraphsCode1
A Unified Lottery Ticket Hypothesis for Graph Neural NetworksCode1
Disconnected Emerging Knowledge Graph Oriented Inductive Link PredictionCode1
Distance Encoding: Design Provably More Powerful Neural Networks for Graph Representation LearningCode1
Differentiable Reasoning on Large Knowledge Bases and Natural LanguageCode1
DHGE: Dual-View Hyper-Relational Knowledge Graph Embedding for Link Prediction and Entity TypingCode1
Diffusion-based Negative Sampling on Graphs for Link PredictionCode1
A Generalization of Transformer Networks to GraphsCode1
A Broader Picture of Random-walk Based Graph EmbeddingCode1
AsEP: Benchmarking Deep Learning Methods for Antibody-specific Epitope PredictionCode1
CSGCL: Community-Strength-Enhanced Graph Contrastive LearningCode1
DegreEmbed: incorporating entity embedding into logic rule learning for knowledge graph reasoningCode1
Directed Graph Auto-EncodersCode1
Distance-Enhanced Graph Neural Network for Link PredictionCode1
COO: Comic Onomatopoeia Dataset for Recognizing Arbitrary or Truncated TextsCode1
Decoupling the Depth and Scope of Graph Neural NetworksCode1
Adapting Meta Knowledge Graph Information for Multi-Hop Reasoning over Few-Shot RelationsCode1
Demographic Aware Probabilistic Medical Knowledge Graph Embeddings of Electronic Medical RecordsCode1
A Theory of Link Prediction via Relational Weisfeiler-Leman on Knowledge GraphsCode1
Correlated Variational Auto-EncodersCode1
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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