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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 351–400 of 1192 papers

TitleStatusHype
Embedding-Based Entity Alignment Using Relation Structural SimilarityCode0
Approximate spectral clustering with eigenvector selection and self-tuned kCode0
Hyperbolic Graph Embedding with Enhanced Semi-Implicit Variational InferenceCode0
ETT-CKGE: Efficient Task-driven Tokens for Continual Knowledge Graph EmbeddingCode0
EL Embeddings: Geometric construction of models for the Description Logic EL ++Code0
Ego-CNN: Distributed, Egocentric Representations of Graphs for Detecting Critical StructuresCode0
A Geometric Perspective for High-Dimensional Multiplex GraphsCode0
ExEm: Expert Embedding using dominating set theory with deep learning approachesCode0
CausalLP: Learning causal relations with weighted knowledge graph link predictionCode0
Hyperbolic Diffusion Embedding and Distance for Hierarchical Representation LearningCode0
Hyperparameter-free and Explainable Whole Graph EmbeddingCode0
AdvSGM: Differentially Private Graph Learning via Adversarial Skip-gram ModelCode0
Efficient Relation-aware Neighborhood Aggregation in Graph Neural Networks via Tensor DecompositionCode0
Efficient Parallel Translating Embedding For Knowledge GraphsCode0
Efficiently Visualizing Large GraphsCode0
Can x2vec Save Lives? Integrating Graph and Language Embeddings for Automatic Mental Health ClassificationCode0
HopfE: Knowledge Graph Representation Learning using Inverse Hopf FibrationsCode0
HyTE: Hyperplane-based Temporally aware Knowledge Graph EmbeddingCode0
HaSa: Hardness and Structure-Aware Contrastive Knowledge Graph EmbeddingCode0
Exploring the Semantic Content of Unsupervised Graph Embeddings: An Empirical StudyCode0
Efficient Information Diffusion in Time-Varying Graphs through Deep Reinforcement LearningCode0
Efficient Identity and Position Graph Embedding via Spectral-Based Random Feature AggregationCode0
A robust feature reinforcement framework for heterogeneous graphs neural networksCode0
A Physical Embedding Model for Knowledge GraphsCode0
FairMILE: Towards an Efficient Framework for Fair Graph Representation LearningCode0
Combining exogenous and endogenous signals with a semi-supervised co-attention network for early detection of COVID-19 fake tweetsCode0
HGV4Risk: Hierarchical Global View-guided Sequence Representation Learning for Risk PredictionCode0
Knowledge Graph Embedding with Iterative Guidance from Soft RulesCode0
Hierarchical Aggregations for High-Dimensional Multiplex Graph EmbeddingCode0
A Simple Baseline Algorithm for Graph ClassificationCode0
GSIFN: A Graph-Structured and Interlaced-Masked Multimodal Transformer-based Fusion Network for Multimodal Sentiment AnalysisCode0
GraphZoom: A multi-level spectral approach for accurate and scalable graph embeddingCode0
Graph-wise Common Latent Factor Extraction for Unsupervised Graph Representation LearningCode0
From Node Embedding To Community Embedding : A Hyperbolic ApproachCode0
HetReGAT-FC: heterogeneous residual graph attention network via feature completionCode0
Hierarchical Latent Relation Modeling for Collaborative Metric LearningCode0
EchoEA: Echo Information between Entities and Relations for Entity AlignmentCode0
A parameter-free graph reduction for spectral clustering and SpectralNetCode0
FeatureNorm: L2 Feature Normalization for Dynamic Graph EmbeddingCode0
Compositional Fairness Constraints for Graph EmbeddingsCode0
Bridging the Gap between Community and Node Representations: Graph Embedding via Community DetectionCode0
Graph Representation Learning via Hard and Channel-Wise Attention NetworksCode0
Graph U-NetsCode0
DynG2G: An Efficient Stochastic Graph Embedding Method for Temporal GraphsCode0
APAN: Asynchronous Propagation Attention Network for Real-time Temporal Graph EmbeddingCode0
Dynamic Graph Representation Learning with Fourier Temporal State EmbeddingCode0
Dynamic Graph Representation Learning via Self-Attention NetworksCode0
Concept Graph Embedding Models for Enhanced Accuracy and InterpretabilityCode0
Faithiful Embeddings for EL++ Knowledge BasesCode0
Adversarially Regularized Graph Attention Networks for Inductive Learning on Partially Labeled GraphsCode0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1DeepGGEntropy Difference0—Unverified