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 226–250 of 1192 papers

Title	Date	Tasks	Status	Score
GraphZoom: A multi-level spectral approach for accurate and scalable graph embedding	Oct 6, 2019	AttributeGraph Embedding	CodeCode Available	5
GSIFN: A Graph-Structured and Interlaced-Masked Multimodal Transformer-based Fusion Network for Multimodal Sentiment Analysis	Aug 27, 2024	Graph EmbeddingMultimodal Sentiment Analysis	CodeCode Available	5
GraphVAE: Towards Generation of Small Graphs Using Variational Autoencoders	Feb 9, 2018	DecoderGraph Embedding	CodeCode Available	5
Graph U-Nets	May 11, 2019	DecoderGeneral Classification	CodeCode Available	5
Graph-wise Common Latent Factor Extraction for Unsupervised Graph Representation Learning	Dec 16, 2021	Graph EmbeddingGraph Generation	CodeCode Available	5
Graph Representation Learning Beyond Node and Homophily	Mar 3, 2022	Edge ClassificationGraph Embedding	CodeCode Available	5
Graph Representation Learning: A Survey	Sep 3, 2019	FormGraph Embedding	CodeCode Available	5
Graph Representation Learning via Hard and Channel-Wise Attention Networks	Jul 5, 2019	Graph AttentionGraph Classification	CodeCode Available	5
Robust Graph Representation Learning for Local Corruption Recovery	Feb 10, 2022	Graph EmbeddingGraph Learning	CodeCode Available	5
Deep Clustering by Gaussian Mixture Variational Autoencoders With Graph Embedding	Oct 1, 2019	ClusteringDeep Clustering	CodeCode Available	5
Graph Representation Ensemble Learning	Sep 6, 2019	Ensemble LearningGraph Embedding	CodeCode Available	5
HetReGAT-FC: heterogeneous residual graph attention network via feature completion	Jun 1, 2023	Graph AttentionGraph Embedding	CodeCode Available	5
Attributed Graph Clustering: A Deep Attentional Embedding Approach	Jun 15, 2019	ClusteringDecoder	CodeCode Available	5
Decompressing Knowledge Graph Representations for Link Prediction	Nov 11, 2019	Graph EmbeddingKnowledge Graph Embedding	CodeCode Available	5
Graph Embedding based Wireless Link Scheduling with Few Training Samples	Jun 7, 2019	Graph EmbeddingScheduling	CodeCode Available	5
Augmenting Knowledge Graphs for Better Link Prediction	Mar 26, 2022	Graph EmbeddingKnowledge Graph Embedding	CodeCode Available	5
Graph isomorphism UNet	Aug 23, 2023	DecoderGraph Classification	CodeCode Available	5
DeepE: a deep neural network for knowledge graph embedding	Nov 9, 2022	Graph EmbeddingKnowledge Graph Embedding	CodeCode Available	5
Accurate, Efficient and Scalable Graph Embedding	Oct 28, 2018	ClusteringGraph Embedding	CodeCode Available	5
Graph-Embedded Subspace Support Vector Data Description	Apr 29, 2021	General ClassificationGraph Embedding	CodeCode Available	5
An Adversarial Transfer Network for Knowledge Representation Learning	Apr 30, 2021	Graph EmbeddingKnowledge Graph Completion	CodeCode Available	5
Graph Embedding Augmented Skill Rating System	Apr 17, 2023	Graph Embedding	CodeCode Available	5
AttPool: Towards Hierarchical Feature Representation in Graph Convolutional Networks via Attention Mechanism	Oct 1, 2019	General ClassificationGraph Classification	CodeCode Available	5
DAGCN: Dual Attention Graph Convolutional Networks	Apr 4, 2019	General ClassificationGraph Classification	CodeCode Available	5
Graph Coordinates and Conventional Neural Networks -- An Alternative for Graph Neural Networks	Dec 3, 2023	Feature EngineeringGraph Embedding	CodeCode Available	5

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Benchmark Results

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