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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 701–750 of 1192 papers

TitleStatusHype
A Survey on Embedding Dynamic Graphs—0
Wasserstein Coupled Graph Learning for Cross-Modal Retrieval—0
Dynamic Graph Representation Learning with Fourier Temporal State EmbeddingCode0
Graph Embedding via Topology and Functional Analysis—0
Graph Convolutional Networks for traffic anomalyCode1
On Using Classification Datasets to Evaluate Graph-Level Outlier Detection: Peculiar Observations and New InsightsCode1
Hop-Hop Relation-aware Graph Neural Networks—0
Understanding graph embedding methods and their applications—0
Bipartite Graph Embedding via Mutual Information MaximizationCode1
Unify Local and Global Information for Top-N RecommendationCode0
GraphPB: Graphical Representations of Prosody Boundary in Speech Synthesis—0
Biomedical Knowledge Graph Refinement with Embedding and Logic Rules—0
Social Media Medical Concept Normalization using RoBERTa in Ontology Enriched Text Similarity Framework—0
AprilE: Attention with Pseudo Residual Connection for Knowledge Graph Embedding—0
TR at SemEval-2020 Task 4: Exploring the Limits of Language-model-based Common Sense Validation—0
A Survey on Heterogeneous Graph Embedding: Methods, Techniques, Applications and Sources—0
Curvature Regularization to Prevent Distortion in Graph Embedding—0
Efficient Information Diffusion in Time-Varying Graphs through Deep Reinforcement LearningCode0
xFraud: Explainable Fraud Transaction DetectionCode1
APAN: Asynchronous Propagation Attention Network for Real-time Temporal Graph EmbeddingCode0
Neural graph embeddings as explicit low-rank matrix factorization for link prediction—0
Automatic selection of clustering algorithms using supervised graph embeddingCode0
Association Rules Enhanced Knowledge Graph Attention Network—0
A Survey on Recent Advances in Sequence Labeling from Deep Learning Models—0
FusedMM: A Unified SDDMM-SpMM Kernel for Graph Embedding and Graph Neural NetworksCode1
PairRE: Knowledge Graph Embeddings via Paired Relation VectorsCode1
Massively Parallel Graph Drawing and Representation LearningCode0
Runtime Performances Benchmark for Knowledge Graph Embedding Methods—0
On Self-Distilling Graph Neural Network—0
Can Knowledge Graph Embeddings Tell Us What Fact-checked Claims Are About?—0
A Greedy Bit-flip Training Algorithm for Binarized Knowledge Graph Embeddings—0
Pretrain-KGE: Learning Knowledge Representation from Pretrained Language Models—0
Improving Out-of-Scope Detection in Intent Classification by Using Embeddings of the Word Graph Space of the Classes—0
Learning Physical Common Sense as Knowledge Graph Completion via BERT Data Augmentation and Constrained Tucker Factorization—0
H2KGAT: Hierarchical Hyperbolic Knowledge Graph Attention Network—0
Hyperbolic Graph Embedding with Enhanced Semi-Implicit Variational InferenceCode0
Graph embedding using multi-layer adjacent point merging model—0
DisenE: Disentangling Knowledge Graph Embeddings—0
A Survey of Embedding Space Alignment Methods for Language and Knowledge Graphs—0
Co-embedding of Nodes and Edges with Graph Neural Networks—0
A Simple Spectral Failure Mode for Graph Convolutional Networks—0
FedE: Embedding Knowledge Graphs in Federated SettingCode1
Efficient, Simple and Automated Negative Sampling for Knowledge Graph EmbeddingCode1
Knowledge Graph Embedding with Atrous Convolution and Residual LearningCode0
NGAT4Rec: Neighbor-Aware Graph Attention Network For Recommendation—0
TeX-Graph: Coupled tensor-matrix knowledge-graph embedding for COVID-19 drug repurposing—0
Directed Graph Representation through Vector Cross Product—0
Biomedical Network Link Prediction using Neural Network Graph Embedding—0
MulDE: Multi-teacher Knowledge Distillation for Low-dimensional Knowledge Graph Embeddings—0
Explaining Neural Matrix Factorization with Gradient RollbackCode1
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1DeepGGEntropy Difference0—Unverified