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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 1001–1050 of 1192 papers

TitleStatusHype
Learning Cross-Domain Representation with Multi-Graph Neural Network—0
GLEE: Geometric Laplacian Eigenmap EmbeddingCode0
Knowledge Graph Embedding Bi-Vector Models for Symmetric Relation—0
Toward Understanding The Effect of Loss Function on The Performance of Knowledge Graph Embedding—0
LogicENN: A Neural Based Knowledge Graphs Embedding Model with Logical Rules—0
Scalable Graph Embeddings via Sparse Transpose Proximities—0
TraceWalk: Semantic-based Process Graph Embedding for Consistency Checking—0
Graph U-NetsCode0
Language in Our Time: An Empirical Analysis of Hashtags—0
Vertex Nomination, Consistent Estimation, and Adversarial Modification—0
Is a Single Embedding Enough? Learning Node Representations that Capture Multiple Social ContextsCode0
Representation Learning for Attributed Multiplex Heterogeneous NetworkCode1
Speed-up and multi-view extensions to Subclass Discriminant AnalysisCode0
RelWalk -- A Latent Variable Model Approach to Knowledge Graph Embedding—0
Riemannian TransE: Multi-relational Graph Embedding in Non-Euclidean Space—0
DEEP GEOMETRICAL GRAPH CLASSIFICATION—0
AutoSF: Searching Scoring Functions for Knowledge Graph EmbeddingCode1
Data Poisoning Attack against Knowledge Graph Embedding—0
Quaternion Knowledge Graph EmbeddingsCode0
Graph-Embedded Multi-layer Kernel Extreme Learning Machine for One-class Classification or (Graph-Embedded Multi-layer Kernel Ridge Regression for One-class Classification)—0
Semi-Supervised Graph Classification: A Hierarchical Graph PerspectiveCode0
FILDNE: A Framework for Incremental Learning of Dynamic Networks EmbeddingsCode0
Graph Pattern Entity Ranking Model for Knowledge Graph Completion—0
DAGCN: Dual Attention Graph Convolutional NetworksCode0
Learning Combinatorial Embedding Networks for Deep Graph Matching—0
Unsupervised Inductive Graph-Level Representation Learning via Graph-Graph ProximityCode0
PyTorch-BigGraph: A Large-scale Graph Embedding SystemCode0
Analyzing Knowledge Graph Embedding Methods from a Multi-Embedding Interaction PerspectiveCode1
Unsupervised Multi-modal Hashing for Cross-modal retrieval—0
Domain Representation for Knowledge Graph Embedding—0
Splitter: Learning Node Representations that Capture Multiple Social ContextsCode0
Deep Patent Landscaping Model Using Transformer and Graph Embedding—0
Interaction Embeddings for Prediction and Explanation in Knowledge Graphs—0
Logic Rules Powered Knowledge Graph Embedding—0
Empirical effect of graph embeddings on fraud detection/ risk mitigation—0
Multi-Stage Self-Supervised Learning for Graph Convolutional Networks on Graphs with Few LabelsCode0
Representation Learning with Weighted Inner Product for Universal Approximation of General SimilaritiesCode0
Deep Adversarial Network Alignment—0
EL Embeddings: Geometric construction of models for the Description Logic EL ++Code0
RotatE: Knowledge Graph Embedding by Relational Rotation in Complex SpaceCode1
Joint Modeling of Dense and Incomplete Trajectories for Citywide Traffic Volume Inference—0
Robust Graph Embedding with Noisy Link Weights—0
Variational Quantum Circuit Model for Knowledge Graphs Embedding—0
3D Graph Embedding Learning with a Structure-aware Loss Function for Point Cloud Semantic Instance Segmentation—0
Examining Adversarial Learning against Graph-based IoT Malware Detection Systems—0
Knowledge Graph Fact Prediction via Knowledge-Enriched Tensor FactorizationCode0
A Relational Tucker Decomposition for Multi-Relational Link Prediction—0
Neural IR Meets Graph Embedding: A Ranking Model for Product Search—0
Multi-Task Feature Learning for Knowledge Graph Enhanced RecommendationCode0
All Graphs Lead to Rome: Learning Geometric and Cycle-Consistent Representations with Graph Convolutional NetworksCode0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1DeepGGEntropy Difference0—Unverified