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 301–325 of 1192 papers

Title	Date	Tasks	Status	Score
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
Combining exogenous and endogenous signals with a semi-supervised co-attention network for early detection of COVID-19 fake tweets	Apr 12, 2021	Graph EmbeddingMisinformation	CodeCode Available	5
Graph-wise Common Latent Factor Extraction for Unsupervised Graph Representation Learning	Dec 16, 2021	Graph EmbeddingGraph Generation	CodeCode Available	5
A robust feature reinforcement framework for heterogeneous graphs neural networks	Nov 16, 2022	Graph EmbeddingKnowledge Graphs	CodeCode Available	5
A Robust and Generalized Framework for Adversarial Graph Embedding	May 22, 2021	Generative Adversarial NetworkGraph Embedding	CodeCode Available	5
Graph U-Nets	May 11, 2019	DecoderGeneral Classification	CodeCode Available	5
HetReGAT-FC: heterogeneous residual graph attention network via feature completion	Jun 1, 2023	Graph AttentionGraph Embedding	CodeCode Available	5
CoKE: Contextualized Knowledge Graph Embedding	Nov 6, 2019	Graph EmbeddingKnowledge Graph Embedding	CodeCode Available	5
Graph Representation Learning: A Survey	Sep 3, 2019	FormGraph Embedding	CodeCode Available	5
Graph Representation Learning Beyond Node and Homophily	Mar 3, 2022	Edge ClassificationGraph Embedding	CodeCode Available	5
A Geometric Perspective for High-Dimensional Multiplex Graphs	Jan 29, 2025	Graph Embedding	CodeCode Available	5
Cluster Algebras: Network Science and Machine Learning	Mar 25, 2022	Graph Embedding	CodeCode Available	5
Robust Graph Representation Learning for Local Corruption Recovery	Feb 10, 2022	Graph EmbeddingGraph Learning	CodeCode Available	5
Cloudy with a Chance of Anomalies: Dynamic Graph Neural Network for Early Detection of Cloud Services' User Anomalies	Sep 19, 2024	Anomaly DetectionGraph Embedding	CodeCode Available	5
Are Graph Embeddings the Panacea? An Empirical Survey from the Data Fitness Perspective	Apr 25, 2024	Graph ClassificationGraph Embedding	CodeCode Available	5
Graph Representation Ensemble Learning	Sep 6, 2019	Ensemble LearningGraph Embedding	CodeCode Available	5
Graph Representation Learning via Hard and Channel-Wise Attention Networks	Jul 5, 2019	Graph AttentionGraph Classification	CodeCode Available	5
HGV4Risk: Hierarchical Global View-guided Sequence Representation Learning for Risk Prediction	Nov 15, 2022	Graph EmbeddingPrediction	CodeCode Available	5
Spatio-Temporal Action Graph Networks	Dec 4, 2018	Activity RecognitionAutonomous Driving	CodeCode Available	5
Classic Graph Structural Features Outperform Factorization-Based Graph Embedding Methods on Community Labeling	Jan 20, 2022	Community DetectionGraph Embedding	CodeCode Available	5
Arbitrary Time Information Modeling via Polynomial Approximation for Temporal Knowledge Graph Embedding	May 1, 2024	Graph EmbeddingKnowledge Graph Embedding	CodeCode Available	5
A flexible PageRank-based graph embedding framework closely related to spectral eigenvector embeddings	Jul 22, 2022	Graph Embedding	CodeCode Available	5
Graph Embedding on Biomedical Networks: Methods, Applications, and Evaluations	Jun 12, 2019	Graph EmbeddingLink Prediction	CodeCode Available	5
Graph Embedding Techniques, Applications, and Performance: A Survey	May 8, 2017	Graph EmbeddingSurvey	CodeCode Available	5

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Benchmark Results

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