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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 801–850 of 1192 papers

TitleStatusHype
NASGEM: Neural Architecture Search via Graph Embedding Method—0
Spectral Graph-based Features for Recognition of Handwritten Characters: A Case Study on Handwritten Devanagari Numerals—0
Overlapping Spaces for Compact Graph RepresentationsCode0
Adaptive Graph Encoder for Attributed Graph EmbeddingCode1
Jointly Non-Sampling Learning for Knowledge Graph Enhanced RecommendationCode1
ReInceptionE: Relation-Aware Inception Network with Joint Local-Global Structural Information for Knowledge Graph Embedding—0
Can We Predict New Facts with Open Knowledge Graph Embeddings? A Benchmark for Open Link PredictionCode1
Knowledge Graph Embedding Compression—0
Approximating Network Centrality Measures Using Node Embedding and Machine LearningCode1
Multi-Partition Embedding Interaction with Block Term Format for Knowledge Graph CompletionCode1
Expressive Power of Invariant and Equivariant Graph Neural NetworksCode1
Benchmark and Best Practices for Biomedical Knowledge Graph EmbeddingsCode1
Bringing Light Into the Dark: A Large-scale Evaluation of Knowledge Graph Embedding Models Under a Unified FrameworkCode2
Iterative Deep Graph Learning for Graph Neural Networks: Better and Robust Node EmbeddingsCode1
TreeRNN: Topology-Preserving Deep GraphEmbedding and LearningCode0
Wasserstein Embedding for Graph LearningCode1
Knowledge Embedding Based Graph Convolutional NetworkCode1
Pairwise Supervision Can Provably Elicit a Decision Boundary—0
DFraud3- Multi-Component Fraud Detection freeof Cold-start—0
5* Knowledge Graph Embeddings with Projective Transformations—0
FREDE: Anytime Graph Embeddings—0
Little Ball of Fur: A Python Library for Graph Sampling—0
DeepGG: a Deep Graph GeneratorCode1
Persona2vec: A Flexible Multi-role Representations Learning Framework for GraphsCode1
Relational Learning Analysis of Social Politics using Knowledge Graph Embedding—0
Shoestring: Graph-Based Semi-Supervised Classification With Severely Limited Labeled Data—0
Joint Item Recommendation and Attribute Inference: An Adaptive Graph Convolutional Network Approach—0
NagE: Non-Abelian Group Embedding for Knowledge Graphs—0
Learning Representations using Spectral-Biased Random Walks on GraphsCode0
Deep Learning for Community Detection: Progress, Challenges and OpportunitiesCode1
DeepSoCS: A Neural Scheduler for Heterogeneous System-on-Chip (SoC) Resource SchedulingCode1
Asymmetric Transitivity Preserving Graph Embedding—0
Adversarial Graph Embeddings for Fair Influence Maximization over Social NetworksCode1
Machine Learning on Graphs: A Model and Comprehensive TaxonomyCode1
AN-GCN: An Anonymous Graph Convolutional Network Defense Against Edge-Perturbing Attack—0
Graph-Embedding Empowered Entity RetrievalCode1
Learning Geo-Contextual Embeddings for Commuting Flow PredictionCode1
Stochastic Neighbor Embedding of Multimodal Relational Data for Image-Text Simultaneous Visualization—0
SEEK: Segmented Embedding of Knowledge GraphsCode1
You CAN Teach an Old Dog New Tricks! On Training Knowledge Graph EmbeddingsCode1
Modeling Pharmacological Effects with Multi-Relation Unsupervised Graph Embedding—0
Structure-Augmented Text Representation Learning for Efficient Knowledge Graph CompletionCode1
SE-KGE: A Location-Aware Knowledge Graph Embedding Model for Geographic Question Answering and Spatial Semantic LiftingCode1
Supervised Domain Adaptation: A Graph Embedding Perspective and a Rectified Experimental ProtocolCode1
Graph Convolutional Subspace Clustering: A Robust Subspace Clustering Framework for Hyperspectral ImageCode1
LineaRE: Simple but Powerful Knowledge Graph Embedding for Link PredictionCode1
Binarized Graph Neural Network—0
Network-principled deep generative models for designing drug combinations as graph setsCode1
Drug-Drug Interaction Prediction with Wasserstein Adversarial Autoencoder-based Knowledge Graph Embeddings—0
Layered Graph Embedding for Entity Recommendation using Wikipedia in the Yahoo! Knowledge Graph—0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1DeepGGEntropy Difference0—Unverified