Graph Embedding

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

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Papers

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 326–350 of 1192 papers

Title	Date	Tasks	Status	Score
Symbolic Graph Embedding using Frequent Pattern Mining	Oct 29, 2019	Graph EmbeddingInductive logic programming	CodeCode Available	5
Hierarchical Aggregations for High-Dimensional Multiplex Graph Embedding	Dec 28, 2023	Graph EmbeddingLink Prediction	CodeCode Available	5
Graph-wise Common Latent Factor Extraction for Unsupervised Graph Representation Learning	Dec 16, 2021	Graph EmbeddingGraph Generation	CodeCode Available	5
Graph U-Nets	May 11, 2019	DecoderGeneral Classification	CodeCode Available	5
GraphVAE: Towards Generation of Small Graphs Using Variational Autoencoders	Feb 9, 2018	DecoderGraph Embedding	CodeCode Available	5
GraphZoom: A multi-level spectral approach for accurate and scalable graph embedding	Oct 6, 2019	AttributeGraph Embedding	CodeCode Available	5
Hierarchical Latent Relation Modeling for Collaborative Metric Learning	Jul 26, 2021	Collaborative FilteringGraph Embedding	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
Graph Representation Learning: A Survey	Sep 3, 2019	FormGraph Embedding	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
Embedding Knowledge Graphs Attentive to Positional and Centrality Qualities	Jun 1, 2021	Graph EmbeddingKnowledge Graph Embedding	CodeCode Available	5
Graph Representation Learning Beyond Node and Homophily	Mar 3, 2022	Edge ClassificationGraph 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
HetReGAT-FC: heterogeneous residual graph attention network via feature completion	Jun 1, 2023	Graph AttentionGraph Embedding	CodeCode Available	5
End-to-end Structure-Aware Convolutional Networks for Knowledge Base Completion	Nov 11, 2018	DecoderGraph Embedding	CodeCode Available	5
EL Embeddings: Geometric construction of models for the Description Logic EL ++	Feb 27, 2019	Graph EmbeddingKnowledge Graph Embedding	CodeCode Available	5
Robust Graph Representation Learning for Local Corruption Recovery	Feb 10, 2022	Graph EmbeddingGraph Learning	CodeCode Available	5
Ego-CNN: Distributed, Egocentric Representations of Graphs for Detecting Critical Structures	Jun 23, 2019	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 Representation Ensemble Learning	Sep 6, 2019	Ensemble LearningGraph 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 via Hard and Channel-Wise Attention Networks	Jul 5, 2019	Graph AttentionGraph Classification	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