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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 901–950 of 1192 papers

TitleStatusHype
A Deep Probabilistic Spatiotemporal Framework for Dynamic Graph Representation Learning with Application to Brain Disorder IdentificationCode0
Unify Local and Global Information for Top-N RecommendationCode0
Adversarially Regularized Graph Attention Networks for Inductive Learning on Partially Labeled GraphsCode0
AdvSGM: Differentially Private Graph Learning via Adversarial Skip-gram ModelCode0
A flexible PageRank-based graph embedding framework closely related to spectral eigenvector embeddingsCode0
A Geometric Perspective for High-Dimensional Multiplex GraphsCode0
All Graphs Lead to Rome: Learning Geometric and Cycle-Consistent Representations with Graph Convolutional NetworksCode0
An Adversarial Transfer Network for Knowledge Representation LearningCode0
An Attention-based Graph Neural Network for Heterogeneous Structural LearningCode0
An FEA surrogate model with Boundary Oriented Graph Embedding approachCode0
An Investigation of Evaluation Metrics for Automated Medical Note GenerationCode0
APAN: Asynchronous Propagation Attention Network for Real-time Temporal Graph EmbeddingCode0
A parameter-free graph reduction for spectral clustering and SpectralNetCode0
A Physical Embedding Model for Knowledge GraphsCode0
Approximate spectral clustering density-based similarity for noisy datasetsCode0
Approximate spectral clustering with eigenvector selection and self-tuned kCode0
Arbitrary Time Information Modeling via Polynomial Approximation for Temporal Knowledge Graph EmbeddingCode0
Are Graph Embeddings the Panacea? An Empirical Survey from the Data Fitness PerspectiveCode0
A Robust and Generalized Framework for Adversarial Graph EmbeddingCode0
A robust feature reinforcement framework for heterogeneous graphs neural networksCode0
A Simple Baseline Algorithm for Graph ClassificationCode0
Assessing the Effects of Hyperparameters on Knowledge Graph Embedding QualityCode0
A Study on Knowledge Graph Embeddings and Graph Neural Networks for Web Of ThingsCode0
ATP: Directed Graph Embedding with Asymmetric Transitivity PreservationCode0
AttPool: Towards Hierarchical Feature Representation in Graph Convolutional Networks via Attention MechanismCode0
Attributed Graph Clustering: A Deep Attentional Embedding ApproachCode0
Augmenting Knowledge Graphs for Better Link PredictionCode0
Automatic selection of clustering algorithms using supervised graph embeddingCode0
Balancing between the Local and Global Structures (LGS) in Graph EmbeddingCode0
Balancing Graph Embedding Smoothness in Self-Supervised Learning via Information-Theoretic DecompositionCode0
Bayes EMbedding (BEM): Refining Representation by Integrating Knowledge Graphs and Behavior-specific NetworksCode0
Benchmarks for Graph Embedding EvaluationCode0
Billion-scale Commodity Embedding for E-commerce Recommendation in AlibabaCode0
Binarized Attributed Network EmbeddingCode0
Biomedical Knowledge Graph Embeddings with Negative StatementsCode0
Block-Diagonal Orthogonal Relation and Matrix Entity for Knowledge Graph EmbeddingCode0
Boosting Code Summarization by Embedding Code StructuresCode0
Faithiful Embeddings for EL++ Knowledge BasesCode0
Bridging the Gap between Community and Node Representations: Graph Embedding via Community DetectionCode0
Can x2vec Save Lives? Integrating Graph and Language Embeddings for Automatic Mental Health ClassificationCode0
CausalLP: Learning causal relations with weighted knowledge graph link predictionCode0
Classic Graph Structural Features Outperform Factorization-Based Graph Embedding Methods on Community LabelingCode0
Spatio-Temporal Action Graph NetworksCode0
Cloudy with a Chance of Anomalies: Dynamic Graph Neural Network for Early Detection of Cloud Services' User AnomaliesCode0
Cluster Algebras: Network Science and Machine LearningCode0
CoKE: Contextualized Knowledge Graph EmbeddingCode0
Combining exogenous and endogenous signals with a semi-supervised co-attention network for early detection of COVID-19 fake tweetsCode0
Companion Animal Disease Diagnostics based on Literal-aware Medical Knowledge Graph Representation LearningCode0
Compositional Fairness Constraints for Graph EmbeddingsCode0
Comprehensive Analysis of Negative Sampling in Knowledge Graph Representation LearningCode0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1DeepGGEntropy Difference0—Unverified