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Graph Embedding

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

( Image credit: GAT )

Papers

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Showing 601–650 of 1192 papers

TitleStatusHype
Finding MNEMON: Reviving Memories of Node Embeddings—0
Random Manifold Sampling and Joint Sparse Regularization for Multi-label Feature Selection—0
Walk this Way! Entity Walks and Property Walks for RDF2vec—0
A Survey on Graph Representation Learning Methods—0
AMCAD: Adaptive Mixed-Curvature Representation based Advertisement Retrieval System—0
Augmenting Knowledge Graphs for Better Link PredictionCode0
Cluster Algebras: Network Science and Machine LearningCode0
Improving Question Answering over Knowledge Graphs Using Graph Summarization—0
Bayesian Low-rank Matrix Completion with Dual-graph Embedding: Prior Analysis and Tuning-free Inference—0
Context-Dependent Anomaly Detection with Knowledge Graph Embedding Models—0
ECOLA: Enhanced Temporal Knowledge Embeddings with Contextualized Language Representations—0
Linking Theories and Methods in Cognitive Sciences via Joint Embedding of the Scientific Literature: The Example of Cognitive ControlCode0
MoReL: Multi-omics Relational Learning—0
ModulE: Module Embedding for Knowledge Graphs—0
LEMON: LanguagE ModeL for Negative Sampling of Knowledge Graph Embeddings—0
Graph Representation Learning Beyond Node and HomophilyCode0
MixKG: Mixing for harder negative samples in knowledge graph—0
STaR: Knowledge Graph Embedding by Scaling, Translation and Rotation—0
InterHT: Knowledge Graph Embeddings by Interaction between Head and Tail Entities—0
Robust Graph Representation Learning for Local Corruption RecoveryCode0
Towards Loosely-Coupling Knowledge Graph Embeddings and Ontology-based Reasoning—0
SparGE: Sparse Coding-based Patient Similarity Learning via Low-rank Constraints and Graph Embedding—0
Heterogeneous manifolds for curvature-aware graph embedding—0
PPPNE: Personalized proximity preserved network embedding—0
Potential destination discovery for low predictability individuals based on knowledge graph—0
A Survey on Visual Transfer Learning using Knowledge Graphs—0
Faithiful Embeddings for EL++ Knowledge BasesCode0
Classic Graph Structural Features Outperform Factorization-Based Graph Embedding Methods on Community LabelingCode0
Detection of Correlated Alarms Using Graph Embedding—0
Learning to Borrow– Relation Representation for Without-Mention Entity-Pairs for Knowledge Graph Completion—0
Scaling Knowledge Graph Embedding Models—0
Stay Positive: Knowledge Graph Embedding Without Negative SamplingCode0
Neighbor2vec: an efficient and effective method for Graph Embedding—0
Sparse-Dyn: Sparse Dynamic Graph Multi-representation Learning via Event-based Sparse Temporal Attention Network—0
Swift and Sure: Hardness-aware Contrastive Learning for Low-dimensional Knowledge Graph Embeddings—0
Semi-Supervised Graph Attention Networks for Event Representation LearningCode0
CSSR: A Context-Aware Sequential Software Service Recommendation ModelCode0
A Comprehensive Analytical Survey on Unsupervised and Semi-Supervised Graph Representation Learning Methods—0
Manifold learning via quantum dynamics—0
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
MedGraph: An experimental semantic information retrieval method using knowledge graph embedding for the biomedical citations indexed in PubMed—0
Prediction of Adverse Biological Effects of Chemicals Using Knowledge Graph EmbeddingsCode0
Controversy Detection: a Text and Graph Neural Network Based Approach—0
Joint Modeling of Visual Objects and Relations for Scene Graph Generation—0
Generalization Bounds for Graph Embedding Using Negative Sampling: Linear vs Hyperbolic—0
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
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1DeepGGEntropy Difference0—Unverified