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 201–225 of 1192 papers

Title	Date	Tasks	Status	Hype
LouvainNE: Hierarchical Louvain Method for High Quality and Scalable Network Embedding	Feb 1, 2020	Community DetectionGraph Embedding	CodeCode Available	1
Fast Sequence-Based Embedding with Diffusion Graphs	Jan 21, 2020	ClusteringCommunity Detection	CodeCode Available	1
Learning Hierarchy-Aware Knowledge Graph Embeddings for Link Prediction	Nov 21, 2019	Graph EmbeddingKnowledge Graph Completion	CodeCode Available	1
Temporal Knowledge Graph Embedding Model based on Additive Time Series Decomposition	Nov 18, 2019	Graph EmbeddingKnowledge Graph Completion	CodeCode Available	1
Interstellar: Searching Recurrent Architecture for Knowledge Graph Embedding	Nov 17, 2019	Graph EmbeddingKnowledge Graph Embedding	CodeCode Available	1
Inductive Relation Prediction by Subgraph Reasoning	Nov 16, 2019	Graph EmbeddingGraph Neural Network	CodeCode Available	1
Combinatorial Optimization by Graph Pointer Networks and Hierarchical Reinforcement Learning	Nov 12, 2019	Combinatorial OptimizationGraph Embedding	CodeCode Available	1
Composition-based Multi-Relational Graph Convolutional Networks	Nov 8, 2019	General ClassificationGraph Classification	CodeCode Available	1
Exploring Scholarly Data by Semantic Query on Knowledge Graph Embedding Space	Sep 17, 2019	Graph EmbeddingKnowledge Graph Completion	CodeCode Available	1
Embedding Symbolic Knowledge into Deep Networks	Sep 3, 2019	Graph EmbeddingRelation Prediction	CodeCode Available	1
GraphSAINT: Graph Sampling Based Inductive Learning Method	Jul 10, 2019	Graph AttentionGraph Embedding	CodeCode Available	1
Collaborative Translational Metric Learning	Jun 4, 2019	Graph EmbeddingKnowledge Graph Embedding	CodeCode Available	1
An Unsupervised Framework for Comparing Graph Embeddings	May 29, 2019	Graph Embedding	CodeCode Available	1
Representation Learning for Attributed Multiplex Heterogeneous Network	May 5, 2019	Graph EmbeddingInductive Learning	CodeCode Available	1
AutoSF: Searching Scoring Functions for Knowledge Graph Embedding	Apr 26, 2019	AutoMLGraph Embedding	CodeCode Available	1
Analyzing Knowledge Graph Embedding Methods from a Multi-Embedding Interaction Perspective	Mar 27, 2019	Graph EmbeddingKnowledge Graph Embedding	CodeCode Available	1
RotatE: Knowledge Graph Embedding by Relational Rotation in Complex Space	Feb 26, 2019	Graph EmbeddingKnowledge Graph Embedding	CodeCode Available	1
NSCaching: Simple and Efficient Negative Sampling for Knowledge Graph Embedding	Dec 16, 2018	Generative Adversarial NetworkGraph Embedding	CodeCode Available	1
Hyperbolic Entailment Cones for Learning Hierarchical Embeddings	Apr 3, 2018	Graph EmbeddingHypernym Discovery	CodeCode Available	1
Fast Sequence Based Embedding with Diffusion Graphs	Mar 20, 2018	ClusteringCommunity Detection	CodeCode Available	1
Adversarially Regularized Graph Autoencoder for Graph Embedding	Feb 13, 2018	ClusteringDecoder	CodeCode Available	1
Graph Attention Networks	Oct 30, 2017	Document ClassificationGraph Attention	CodeCode Available	1
graph2vec: Learning Distributed Representations of Graphs	Jul 17, 2017	ClusteringGeneral Classification	CodeCode Available	1
Poincaré Embeddings for Learning Hierarchical Representations	May 22, 2017	Graph EmbeddingRepresentation Learning	CodeCode Available	1
LINE: Large-scale Information Network Embedding	Mar 12, 2015	Graph EmbeddingLink Prediction	CodeCode Available	1

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Benchmark Results

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