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 201–250 of 1949 papers

TitleStatusHype
Automatic Relation-aware Graph Network ProliferationCode1
Improving Multi-hop Question Answering over Knowledge Graphs using Knowledge Base EmbeddingsCode1
Demographic Aware Probabilistic Medical Knowledge Graph Embeddings of Electronic Medical RecordsCode1
AutoRDF2GML: Facilitating RDF Integration in Graph Machine LearningCode1
DegreEmbed: incorporating entity embedding into logic rule learning for knowledge graph reasoningCode1
Inductive Representation Learning on Large GraphsCode1
Treat Different Negatives Differently: Enriching Loss Functions with Domain and Range Constraints for Link PredictionCode1
Disentangled Condensation for Large-scale GraphsCode1
DHGE: Dual-View Hyper-Relational Knowledge Graph Embedding for Link Prediction and Entity TypingCode1
Keep It Simple: Graph Autoencoders Without Graph Convolutional NetworksCode1
An Effective Graph Learning based Approach for Temporal Link Prediction: The First Place of WSDM Cup 2022Code1
Equivariant and Stable Positional Encoding for More Powerful Graph Neural NetworksCode1
Knowledge Graph Completion with Relation-Aware Anchor EnhancementCode1
Knowledge Graph Embedding for Link Prediction: A Comparative AnalysisCode1
Diffusion-based Negative Sampling on Graphs for Link PredictionCode1
CAKE: A Scalable Commonsense-Aware Framework For Multi-View Knowledge Graph CompletionCode1
Argumentative Link Prediction using Residual Networks and Multi-Objective LearningCode1
Directed Graph Auto-EncodersCode1
An Open Challenge for Inductive Link Prediction on Knowledge GraphsCode1
Discrete-time Temporal Network Embedding via Implicit Hierarchical Learning in Hyperbolic SpaceCode1
Learning Graph Normalization for Graph Neural NetworksCode1
BenchTemp: A General Benchmark for Evaluating Temporal Graph Neural NetworksCode1
CascadER: Cross-Modal Cascading for Knowledge Graph Link PredictionCode1
BESS: Balanced Entity Sampling and Sharing for Large-Scale Knowledge Graph CompletionCode1
Distance-Enhanced Graph Neural Network for Link PredictionCode1
Learning Representations of Bi-level Knowledge Graphs for Reasoning beyond Link PredictionCode1
SciMON: Scientific Inspiration Machines Optimized for NoveltyCode1
LibKGE - A knowledge graph embedding library for reproducible researchCode1
LINE: Large-scale Information Network EmbeddingCode1
Linkage Based Face Clustering via Graph Convolution NetworkCode1
Answering Complex Queries in Knowledge Graphs with Bidirectional Sequence EncodersCode1
Does Graph Distillation See Like Vision Dataset Counterpart?Code1
Adversarial Attacks on Knowledge Graph Embeddings via Instance Attribution MethodsCode1
Do Pre-trained Models Benefit Knowledge Graph Completion? A Reliable Evaluation and a Reasonable ApproachCode1
EX-Graph: A Pioneering Dataset Bridging Ethereum and XCode1
Event Prediction using Case-Based Reasoning over Knowledge GraphsCode1
Embedding Entities and Relations for Learning and Inference in Knowledge BasesCode1
Logical Entity Representation in Knowledge-Graphs for Differentiable Rule LearningCode1
DTGB: A Comprehensive Benchmark for Dynamic Text-Attributed GraphsCode1
BioBLP: A Modular Framework for Learning on Multimodal Biomedical Knowledge GraphsCode1
Duality-Induced Regularizer for Tensor Factorization Based Knowledge Graph CompletionCode1
MagNet: A Neural Network for Directed GraphsCode1
BiomedRAG: A Retrieval Augmented Large Language Model for BiomedicineCode1
Bipartite Graph Embedding via Mutual Information MaximizationCode1
A Retrieve-and-Read Framework for Knowledge Graph Link PredictionCode1
Dynamic Graph Information BottleneckCode1
Boosting Graph Embedding on a Single GPUCode1
Adversarially Regularized Graph Autoencoder for Graph EmbeddingCode1
BoxE: A Box Embedding Model for Knowledge Base CompletionCode1
End-to-End Differentiable ProvingCode1
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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