Graph Embedding

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

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Papers

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Showing 301–350 of 1192 papers

Title	Date	Tasks	Status	Score
Improving Disease Comorbidity Prediction Based on Human Interactome with Biologically Supervised Graph Embedding	Oct 8, 2024	Graph 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
Improving Heterogeneous Graph Learning with Weighted Mixed-Curvature Product Manifold	Jul 10, 2023	Graph EmbeddingGraph Learning	CodeCode Available	5
A robust feature reinforcement framework for heterogeneous graphs neural networks	Nov 16, 2022	Graph EmbeddingKnowledge Graphs	CodeCode Available	5
HyTE: Hyperplane-based Temporally aware Knowledge Graph Embedding	Oct 1, 2018	Graph EmbeddingInformation Retrieval	CodeCode Available	5
A Robust and Generalized Framework for Adversarial Graph Embedding	May 22, 2021	Generative Adversarial NetworkGraph Embedding	CodeCode Available	5
Identifying Conspiracy Theories News based on Event Relation Graph	Oct 28, 2023	Graph AttentionGraph Embedding	CodeCode Available	5
Improving Knowledge Graph Embedding Using Simple Constraints	May 7, 2018	Graph EmbeddingKnowledge Graph Embedding	CodeCode Available	5
CoKE: Contextualized Knowledge Graph Embedding	Nov 6, 2019	Graph EmbeddingKnowledge Graph Embedding	CodeCode Available	5
Hyperbolic Graph Embedding with Enhanced Semi-Implicit Variational Inference	Oct 31, 2020	Graph EmbeddingLink Prediction	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
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
Hyperbolic Diffusion Embedding and Distance for Hierarchical Representation Learning	May 30, 2023	Graph EmbeddingRepresentation Learning	CodeCode Available	5
Hyperparameter-free and Explainable Whole Graph Embedding	Aug 4, 2021	Graph ClassificationGraph Embedding	CodeCode Available	5
Incorporating Domain Knowledge Graph into Multimodal Movie Genre Classification with Self-Supervised Attention and Contrastive Learning	Oct 12, 2023	Contrastive LearningGenre classification	CodeCode Available	5
Spatio-Temporal Action Graph Networks	Dec 4, 2018	Activity RecognitionAutonomous Driving	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
HopfE: Knowledge Graph Representation Learning using Inverse Hopf Fibrations	Aug 12, 2021	Graph EmbeddingGraph Representation Learning	CodeCode Available	5
Hierarchical Latent Relation Modeling for Collaborative Metric Learning	Jul 26, 2021	Collaborative FilteringGraph Embedding	CodeCode Available	5
Enhanced Graph Neural Networks with Ego-Centric Spectral Subgraph Embeddings Augmentation	Oct 10, 2023	Graph ClassificationGraph Embedding	CodeCode Available	5
Hierarchical Aggregations for High-Dimensional Multiplex Graph Embedding	Dec 28, 2023	Graph EmbeddingLink Prediction	CodeCode Available	5
Hierarchical stochastic graphlet embedding for graph-based pattern recognition	Jul 8, 2018	BIG-bench Machine LearningClustering	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
GraphZoom: A multi-level spectral approach for accurate and scalable graph embedding	Oct 6, 2019	AttributeGraph Embedding	CodeCode Available	5
HetReGAT-FC: heterogeneous residual graph attention network via feature completion	Jun 1, 2023	Graph AttentionGraph Embedding	CodeCode Available	5
Graph U-Nets	May 11, 2019	DecoderGeneral Classification	CodeCode Available	5
Graph Representation Learning via Hard and Channel-Wise Attention Networks	Jul 5, 2019	Graph AttentionGraph Classification	CodeCode Available	5
GraphVAE: Towards Generation of Small Graphs Using Variational Autoencoders	Feb 9, 2018	DecoderGraph Embedding	CodeCode Available	5
HGV4Risk: Hierarchical Global View-guided Sequence Representation Learning for Risk Prediction	Nov 15, 2022	Graph EmbeddingPrediction	CodeCode Available	5
Approximate spectral clustering density-based similarity for noisy datasets	Feb 22, 2023	ClusteringGraph Clustering	CodeCode Available	5
Embedding Graphs on Grassmann Manifold	May 30, 2022	Graph EmbeddingGraph Property Prediction	CodeCode Available	5
Robust Graph Representation Learning for Local Corruption Recovery	Feb 10, 2022	Graph EmbeddingGraph Learning	CodeCode Available	5
Embedding-Based Entity Alignment Using Relation Structural Similarity	Sep 11, 2022	Entity AlignmentEntity Embeddings	CodeCode Available	5
Approximate spectral clustering with eigenvector selection and self-tuned k	Feb 22, 2023	ClusteringGraph Clustering	CodeCode Available	5
Graph Representation Ensemble Learning	Sep 6, 2019	Ensemble LearningGraph Embedding	CodeCode Available	5
Embedding Knowledge Graphs Attentive to Positional and Centrality Qualities	Jun 1, 2021	Graph EmbeddingKnowledge Graph Embedding	CodeCode Available	5
Symbolic Graph Embedding using Frequent Pattern Mining	Oct 29, 2019	Graph EmbeddingInductive logic programming	CodeCode Available	5
Graph-wise Common Latent Factor Extraction for Unsupervised Graph Representation Learning	Dec 16, 2021	Graph EmbeddingGraph Generation	CodeCode Available	5
EL Embeddings: Geometric construction of models for the Description Logic EL ++	Feb 27, 2019	Graph EmbeddingKnowledge Graph Embedding	CodeCode Available	5
End-to-end Structure-Aware Convolutional Networks for Knowledge Base Completion	Nov 11, 2018	DecoderGraph Embedding	CodeCode Available	5
Ego-CNN: Distributed, Egocentric Representations of Graphs for Detecting Critical Structures	Jun 23, 2019	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
CausalLP: Learning causal relations with weighted knowledge graph link prediction	Apr 23, 2024	Causal DiscoveryGraph Embedding	CodeCode Available	5
Graph isomorphism UNet	Aug 23, 2023	DecoderGraph Classification	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
Enhancing the Performance of Automated Grade Prediction in MOOC using Graph Representation Learning	Oct 18, 2023	Graph EmbeddingGraph Representation Learning	CodeCode Available	5
Graph Representation Learning: A Survey	Sep 3, 2019	FormGraph Embedding	CodeCode Available	5
AdvSGM: Differentially Private Graph Learning via Adversarial Skip-gram Model	Mar 27, 2025	Graph EmbeddingGraph Learning	CodeCode Available	5

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Benchmark Results

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