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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 401–450 of 1192 papers

TitleStatusHype
Improving Disease Comorbidity Prediction Based on Human Interactome with Biologically Supervised Graph EmbeddingCode0
Improving (Dis)agreement Detection with Inductive Social Relation Information From Comment-Reply InteractionsCode0
A Study on Knowledge Graph Embeddings and Graph Neural Networks for Web Of ThingsCode0
From axioms over graphs to vectors, and back again: evaluating the properties of graph-based ontology embeddingsCode0
Improving Heterogeneous Graph Learning with Weighted Mixed-Curvature Product ManifoldCode0
Improving Knowledge Graph Embedding Using Simple ConstraintsCode0
Independent Distribution Regularization for Private Graph EmbeddingCode0
From Local to Global: Spectral-Inspired Graph Neural NetworksCode0
From Node Embedding To Community EmbeddingCode0
EchoEA: Echo Information between Entities and Relations for Entity AlignmentCode0
Multi-Task Graph AutoencodersCode0
HyTE: Hyperplane-based Temporally aware Knowledge Graph EmbeddingCode0
Fully Hyperbolic Rotation for Knowledge Graph EmbeddingCode0
A parameter-free graph reduction for spectral clustering and SpectralNetCode0
Bridging the Gap between Community and Node Representations: Graph Embedding via Community DetectionCode0
Hyperparameter-free and Explainable Whole Graph EmbeddingCode0
Identifying Conspiracy Theories News based on Event Relation GraphCode0
Gaussian Embedding of Large-scale Attributed GraphsCode0
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
Faithiful Embeddings for EL++ Knowledge BasesCode0
Adversarially Regularized Graph Attention Networks for Inductive Learning on Partially Labeled GraphsCode0
Inductively Representing Out-of-Knowledge-Graph Entities by Optimal Estimation Under Translational AssumptionsCode0
DynamicGEM: A Library for Dynamic Graph Embedding MethodsCode0
DyCSC: Modeling the Evolutionary Process of Dynamic Networks Based on Cluster StructureCode0
Boosting Code Summarization by Embedding Code StructuresCode0
Convolutional Hypercomplex Embeddings for Link PredictionCode0
OCGEC: One-class Graph Embedding Classification for DNN Backdoor DetectionCode0
Hyperbolic Diffusion Embedding and Distance for Hierarchical Representation LearningCode0
Geolocation of Cultural Heritage using Multi-View Knowledge Graph EmbeddingCode0
DUPLEX: Dual GAT for Complex Embedding of Directed GraphsCode0
CPa-WAC: Constellation Partitioning-based Scalable Weighted Aggregation Composition for Knowledge Graph EmbeddingCode0
Block-Diagonal Orthogonal Relation and Matrix Entity for Knowledge Graph EmbeddingCode0
All Graphs Lead to Rome: Learning Geometric and Cycle-Consistent Representations with Graph Convolutional NetworksCode0
GETT-QA: Graph Embedding based T2T Transformer for Knowledge Graph Question AnsweringCode0
GL2vec: Graph Embedding Enriched by Line Graphs with Edge FeaturesCode0
Do Similar Entities have Similar Embeddings?Code0
Diversity matters: Robustness of bias measurements in WikidataCode0
Hierarchical stochastic graphlet embedding for graph-based pattern recognitionCode0
3D Rotation and Translation for Hyperbolic Knowledge Graph EmbeddingCode0
Biomedical Knowledge Graph Embeddings with Negative StatementsCode0
Hierarchical Aggregations for High-Dimensional Multiplex Graph EmbeddingCode0
Distributed Graph Embedding with Information-Oriented Random WalksCode0
HGV4Risk: Hierarchical Global View-guided Sequence Representation Learning for Risk PredictionCode0
Hierarchical Latent Relation Modeling for Collaborative Metric LearningCode0
HopfE: Knowledge Graph Representation Learning using Inverse Hopf FibrationsCode0
Hyperbolic Graph Embedding with Enhanced Semi-Implicit Variational InferenceCode0
Distance-Adaptive Quaternion Knowledge Graph Embedding with Bidirectional RotationCode0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1DeepGGEntropy Difference0—Unverified