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Graph Embedding

Graph embeddings learn a mapping from a network to a vector space, while preserving relevant network properties.

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Papers

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Showing 501–550 of 1192 papers

TitleStatusHype
Two-view Graph Neural Networks for Knowledge Graph CompletionCode0
Graph-wise Common Latent Factor Extraction for Unsupervised Graph Representation LearningCode0
Knowledge Graph Embedding in E-commerce Applications: Attentive Reasoning, Explanations, and Transferable Rules—0
Fast Computation of Generalized Eigenvectors for Manifold Graph Embedding—0
Implications of Topological Imbalance for Representation Learning on Biomedical Knowledge GraphsCode1
SHGNN: Structure-Aware Heterogeneous Graph Neural NetworkCode1
MedGraph: An experimental semantic information retrieval method using knowledge graph embedding for the biomedical citations indexed in PubMed—0
KGE-CL: Contrastive Learning of Tensor Decomposition Based Knowledge Graph EmbeddingsCode1
Prediction of Adverse Biological Effects of Chemicals Using Knowledge Graph EmbeddingsCode0
Controversy Detection: a Text and Graph Neural Network Based Approach—0
Generalization Bounds for Graph Embedding Using Negative Sampling: Linear vs Hyperbolic—0
Joint Modeling of Visual Objects and Relations for Scene Graph Generation—0
A Multi-purposed Unsupervised Framework for Comparing Embeddings of Undirected and Directed GraphsCode1
AirObject: A Temporally Evolving Graph Embedding for Object IdentificationCode1
Graph Embedding via High Dimensional Model Representation for Hyperspectral Images—0
MDistMult: A Multiple Scoring Functions Model for Link Prediction on Antiviral Drugs Knowledge Graph—0
WalkingTime: Dynamic Graph Embedding Using Temporal-Topological Flows—0
Vulcan: Solving the Steiner Tree Problem with Graph Neural Networks and Deep Reinforcement Learning—0
ReadE: Learning Relation-Dependent Entity Representation for Knowledge Graph Completion—0
Translating Embeddings in Document for Modeling Multi-relational Graphs—0
Mixture-of-Graphs: Zero-shot Relational Learning for Knowledge Graph by Fusing Ontology and Textual Experts—0
Temporal Knowledge Graph Embedding based on Multivariate Gaussian Process—0
Efficient Hyper-parameter Search for Knowledge Graph Embedding—0
Sequence-to-Sequence Knowledge Graph Completion and Question Answering—0
STaR: Knowledge Graph Embedding by Scaling, Translation and Rotation—0
Towards Robust Knowledge Graph Embedding via Multi-task Reinforcement Learning—0
Poisoning Knowledge Graph Embeddings via Relation Inference PatternsCode1
Spatio-Temporal Scene-Graph Embedding for Autonomous Vehicle Collision PredictionCode1
Generalizable Cross-Graph Embedding for GNN-based Congestion Prediction—0
Parallel Training of Knowledge Graph Embedding Models: A Comparison of TechniquesCode1
UniKER: A Unified Framework for Combining Embedding and Definite Horn Rule Reasoning for Knowledge Graph Inference—0
A Semantic Filter Based on Relations for Knowledge Graph Completion—0
Improving Knowledge Graph Embedding Using Affine Transformations of Entities Corresponding to Each Relation—0
Learning Numeracy: A Simple Yet Effective Number Embedding Approach Using Knowledge GraphCode0
EventKE: Event-Enhanced Knowledge Graph Embedding—0
Hyperbolic Hierarchy-Aware Knowledge Graph Embedding for Link Prediction—0
Transductive Data Augmentation with Relational Path Rule Mining for Knowledge Graph Embedding—0
Graph Embedding with Hierarchical Attentive Membership—0
Path-Enhanced Multi-Relational Question Answering with Knowledge Graph Embeddings—0
Rot-Pro: Modeling Transitivity by Projection in Knowledge Graph EmbeddingCode1
GenURL: A General Framework for Unsupervised Representation LearningCode0
Meta-Knowledge Transfer for Inductive Knowledge Graph EmbeddingCode1
Unbiased Graph Embedding with Biased Graph Observations—0
A Broader Picture of Random-walk Based Graph EmbeddingCode1
Degree-Based Random Walk Approach for Graph Embedding—0
Boosting Graph Embedding on a Single GPUCode1
Topologically Regularized Data EmbeddingsCode1
PG^2Net: Personalized and Group Preferences Guided Network for Next Place PredictionCode1
SGEN: Single-cell Sequencing Graph Self-supervised Embedding Network—0
ReGVD: Revisiting Graph Neural Networks for Vulnerability DetectionCode1
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1DeepGGEntropy Difference0—Unverified