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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 1101–1150 of 1192 papers

TitleStatusHype
Hierarchical stochastic graphlet embedding for graph-based pattern recognitionCode0
One-Class Kernel Spectral Regression—0
Knowledge Graph Embedding with Numeric Attributes of Entities—0
Multi-View Multi-Graph Embedding for Brain Network Clustering Analysis—0
Exploring the Semantic Content of Unsupervised Graph Embeddings: An Empirical StudyCode0
On representation power of neural network-based graph embedding and beyond—0
What the Vec? Towards Probabilistically Grounded Embeddings—0
GESF: A Universal Discriminative Mapping Mechanism for Graph Representation Learning—0
From Knowledge Graph Embedding to Ontology Embedding? An Analysis of the Compatibility between Vector Space Representations and Rules—0
Knowledge-enriched Two-layered Attention Network for Sentiment Analysis—0
Improving Knowledge Graph Embedding Using Simple ConstraintsCode0
RECS: Robust Graph Embedding Using Connection Subgraphs—0
Learning to Map Natural Language Statements into Knowledge Base Representations for Knowledge Base Construction—0
Feature Propagation on Graph: A New Perspective to Graph Representation Learning—0
Not all Embeddings are created Equal: Extracting Entity-specific Substructures for RDF Graph Embedding—0
Expeditious Generation of Knowledge Graph EmbeddingsCode0
Billion-scale Commodity Embedding for E-commerce Recommendation in AlibabaCode0
MILE: A Multi-Level Framework for Scalable Graph EmbeddingCode0
A probabilistic framework for multi-view feature learning with many-to-many associations via neural networks—0
The Importance of Norm Regularization in Linear Graph Embedding: Theoretical Analysis and Empirical Demonstration—0
GraphVAE: Towards Generation of Small Graphs Using Variational AutoencodersCode0
Knowledge Graph Embedding with Multiple Relation Projections—0
Ego-CNN: An Ego Network-based Representation of Graphs Detecting Critical Structures—0
Generalized Graph Embedding Models—0
Hybed: Hyperbolic Neural Graph Embedding—0
Predicting Rich Drug-Drug Interactions via Biomedical Knowledge Graphs and Text Jointly Embedding—0
Relevance Score of Triplets Using Knowledge Graph Embedding - The Pigweed Triple Scorer at WSDM Cup 2017—0
Knowledge Graph Embedding with Iterative Guidance from Soft RulesCode0
TorusE: Knowledge Graph Embedding on a Lie Group—0
KBGAN: Adversarial Learning for Knowledge Graph EmbeddingsCode0
Turning Distributional Thesauri into Word Vectors for Synonym Extraction and Expansion—0
Watch Your Step: Learning Node Embeddings via Graph AttentionCode0
Graph Embedding with Rich Information through Heterogeneous Network—0
SMR: Medical Knowledge Graph Embedding for Safe Medicine Recommendation—0
Premise Selection for Theorem Proving by Deep Graph EmbeddingCode0
A Comprehensive Survey of Graph Embedding: Problems, Techniques and Applications—0
Multi-view Graph Embedding with Hub Detection for Brain Network Analysis—0
Answering Visual-Relational Queries in Web-Extracted Knowledge GraphsCode0
Neural Network-based Graph Embedding for Cross-Platform Binary Code Similarity DetectionCode0
Spectral Graph-Based Method of Multimodal Word Embedding—0
Learning Rare Word Representations using Semantic Bridging—0
Building Graph Representations of Deep Vector Embeddings—0
DeepPath: A Reinforcement Learning Method for Knowledge Graph ReasoningCode0
Discriminative Covariance Oriented Representation Learning for Face Recognition With Image Sets—0
Using Locally Corresponding CAD Models for Dense 3D Reconstructions From a Single Image—0
An experimental study of graph-based semi-supervised classification with additional node information—0
Active Learning for Graph EmbeddingCode0
Graph Embedding Techniques, Applications, and Performance: A SurveyCode0
Learning Spatiotemporal-Aware Representation for POI Recommendation—0
struc2vec: Learning Node Representations from Structural IdentityCode0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1DeepGGEntropy Difference0—Unverified