Graph Embedding

Graph embeddings learn a mapping from a network to a vector space, while preserving relevant network properties.

( Image credit: GAT )

Papers

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 276–300 of 1192 papers

Title	Date	Tasks	Status	Score
Graph Representation Learning via Hard and Channel-Wise Attention Networks	Jul 5, 2019	Graph AttentionGraph Classification	CodeCode Available	5
Graph U-Nets	May 11, 2019	DecoderGeneral Classification	CodeCode Available	5
Graph Representation Learning: A Survey	Sep 3, 2019	FormGraph Embedding	CodeCode Available	5
Force-directed graph embedding with hops distance	Sep 11, 2023	Graph EmbeddingLink Prediction	CodeCode Available	5
Graph Representation Learning Beyond Node and Homophily	Mar 3, 2022	Edge ClassificationGraph Embedding	CodeCode Available	5
GraphVAE: Towards Generation of Small Graphs Using Variational Autoencoders	Feb 9, 2018	DecoderGraph Embedding	CodeCode Available	5
Connector 0.5: A unified framework for graph representation learning	Apr 25, 2023	Graph EmbeddingGraph Generation	CodeCode Available	5
A Study on Knowledge Graph Embeddings and Graph Neural Networks for Web Of Things	Oct 23, 2023	Graph EmbeddingKnowledge Graph Embedding	CodeCode Available	5
Robust Graph Representation Learning for Local Corruption Recovery	Feb 10, 2022	Graph EmbeddingGraph Learning	CodeCode Available	5
Conditional Structure Generation through Graph Variational Generative Adversarial Nets	Dec 1, 2019	Graph EmbeddingTranslation	CodeCode Available	5
Graph isomorphism UNet	Aug 23, 2023	DecoderGraph Classification	CodeCode Available	5
Graph Representation Ensemble Learning	Sep 6, 2019	Ensemble LearningGraph Embedding	CodeCode Available	5
Graph-wise Common Latent Factor Extraction for Unsupervised Graph Representation Learning	Dec 16, 2021	Graph EmbeddingGraph Generation	CodeCode Available	5
Concept Graph Embedding Models for Enhanced Accuracy and Interpretability	Aug 13, 2024	Concept-based ClassificationGraph Embedding	CodeCode Available	5
Comprehensive Analysis of Negative Sampling in Knowledge Graph Representation Learning	Jun 21, 2022	Graph EmbeddingGraph Representation Learning	CodeCode Available	5
Graph Embedding on Biomedical Networks: Methods, Applications, and Evaluations	Jun 12, 2019	Graph EmbeddingLink Prediction	CodeCode Available	5
Assessing the Effects of Hyperparameters on Knowledge Graph Embedding Quality	Jul 1, 2022	Graph EmbeddingKnowledge Graph Embedding	CodeCode Available	5
Graph Embedding Techniques, Applications, and Performance: A Survey	May 8, 2017	Graph EmbeddingSurvey	CodeCode Available	5
Compositional Fairness Constraints for Graph Embeddings	May 25, 2019	FairnessGraph Embedding	CodeCode Available	5
Graph-Embedded Subspace Support Vector Data Description	Apr 29, 2021	General ClassificationGraph Embedding	CodeCode Available	5
Graph Embedding Augmented Skill Rating System	Apr 17, 2023	Graph Embedding	CodeCode Available	5
Companion Animal Disease Diagnostics based on Literal-aware Medical Knowledge Graph Representation Learning	Aug 31, 2023	Graph EmbeddingGraph Representation Learning	CodeCode Available	5
Active Learning for Graph Embedding	May 15, 2017	Active LearningGraph Embedding	CodeCode Available	5
Graph Embedded Intuitionistic Fuzzy Random Vector Functional Link Neural Network for Class Imbalance Learning	Jul 15, 2023	Graph Embedding	CodeCode Available	5
Graph Embedding based Wireless Link Scheduling with Few Training Samples	Jun 7, 2019	Graph EmbeddingScheduling	CodeCode Available	5

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Benchmark Results

#	Model	Metric	Claimed	Verified	Status
1	DeepGG	Entropy Difference	0	—	Unverified