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 51–75 of 1192 papers

Title	Date	Tasks	Status	Hype	Score
Adaptive Graph Auto-Encoder for General Data Clustering	Feb 20, 2020	ClusteringDecoder	CodeCode Available	1	5
A Broader Picture of Random-walk Based Graph Embedding	Oct 24, 2021	Graph EmbeddingLink Prediction	CodeCode Available	1	5
Adaptive Graph Encoder for Attributed Graph Embedding	Jul 3, 2020	ClusteringGraph Embedding	CodeCode Available	1	5
Along the Time: Timeline-traced Embedding for Temporal Knowledge Graph Completion	Oct 17, 2022	Graph EmbeddingKnowledge Graph Completion	CodeCode Available	1	5
BESS: Balanced Entity Sampling and Sharing for Large-Scale Knowledge Graph Completion	Nov 22, 2022	Graph EmbeddingKnowledge Graph Completion	CodeCode Available	1	5
Treat Different Negatives Differently: Enriching Loss Functions with Domain and Range Constraints for Link Prediction	Mar 1, 2023	Graph EmbeddingKnowledge Graph Embedding	CodeCode Available	1	5
A Multi-purposed Unsupervised Framework for Comparing Embeddings of Undirected and Directed Graphs	Nov 30, 2021	Graph Embedding	CodeCode Available	1	5
Evaluating Node Embeddings of Complex Networks	Feb 16, 2021	Community DetectionGraph Embedding	CodeCode Available	1	5
Analogical Inference Enhanced Knowledge Graph Embedding	Jan 3, 2023	Graph EmbeddingKnowledge Graph Embedding	CodeCode Available	1	5
Bipartite Graph Embedding via Mutual Information Maximization	Dec 10, 2020	Graph EmbeddingLink Prediction	CodeCode Available	1	5
Analyzing Knowledge Graph Embedding Methods from a Multi-Embedding Interaction Perspective	Mar 27, 2019	Graph EmbeddingKnowledge Graph Embedding	CodeCode Available	1	5
Karate Club: An API Oriented Open-source Python Framework for Unsupervised Learning on Graphs	Mar 10, 2020	BIG-bench Machine LearningClustering	CodeCode Available	1	5
Collaborative Translational Metric Learning	Jun 4, 2019	Graph EmbeddingKnowledge Graph Embedding	CodeCode Available	1	5
ARM3D: Attention-based relation module for indoor 3D object detection	Feb 20, 2022	3D Object DetectionGraph Embedding	CodeCode Available	1	5
Combinatorial Optimization by Graph Pointer Networks and Hierarchical Reinforcement Learning	Nov 12, 2019	Combinatorial OptimizationGraph Embedding	CodeCode Available	1	5
Composition-based Multi-Relational Graph Convolutional Networks	Nov 8, 2019	General ClassificationGraph Classification	CodeCode Available	1	5
Expressive Power of Invariant and Equivariant Graph Neural Networks	Jun 28, 2020	Graph Embedding	CodeCode Available	1	5
Applying Self-supervised Learning to Network Intrusion Detection for Network Flows with Graph Neural Network	Mar 3, 2024	Binary ClassificationContrastive Learning	CodeCode Available	1	5
Cleora: A Simple, Strong and Scalable Graph Embedding Scheme	Feb 3, 2021	Contrastive LearningCPU	CodeCode Available	1	5
Can We Predict New Facts with Open Knowledge Graph Embeddings? A Benchmark for Open Link Prediction	Jul 1, 2020	Graph EmbeddingKnowledge Graph Embedding	CodeCode Available	1	5
Adversarial Directed Graph Embedding	Aug 9, 2020	Generative Adversarial NetworkGraph Embedding	CodeCode Available	1	5
Approximating Network Centrality Measures Using Node Embedding and Machine Learning	Jun 29, 2020	BIG-bench Machine LearningGraph Embedding	CodeCode Available	1	5
Adversarial Graph Embeddings for Fair Influence Maximization over Social Networks	May 8, 2020	ClusteringFairness	CodeCode Available	1	5
An Unsupervised Framework for Comparing Graph Embeddings	May 29, 2019	Graph Embedding	CodeCode Available	1	5
Representation Learning for Attributed Multiplex Heterogeneous Network	May 5, 2019	Graph EmbeddingInductive Learning	CodeCode Available	1	5

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Benchmark Results

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