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 926–950 of 1192 papers

Title	Date	Tasks	Status	Hype
Deep Clustering by Gaussian Mixture Variational Autoencoders With Graph Embedding	Oct 1, 2019	ClusteringDeep Clustering	CodeCode Available	0
AttPool: Towards Hierarchical Feature Representation in Graph Convolutional Networks via Attention Mechanism	Oct 1, 2019	General ClassificationGraph Classification	CodeCode Available	0
Limit theorems for out-of-sample extensions of the adjacency and Laplacian spectral embeddings	Sep 29, 2019	Dimensionality ReductionGraph Embedding	—Unverified	0
Universal Graph Transformer Self-Attention Networks	Sep 26, 2019	General ClassificationGraph Classification	CodeCode Available	0
A Group-Theoretic Framework for Knowledge Graph Embedding	Sep 25, 2019	Graph EmbeddingKnowledge Graph Embedding	—Unverified	0
Toward Understanding The Effect of Loss Function on The Performance of Knowledge Graph Embedding	Sep 25, 2019	Graph EmbeddingKnowledge Graph Embedding	—Unverified	0
Knowledge Graph Embedding: A Probabilistic Perspective and Generalization Bounds	Sep 25, 2019	Generalization BoundsGraph Embedding	—Unverified	0
Graph Neural Networks For Multi-Image Matching	Sep 25, 2019	Graph EmbeddingGraph Neural Network	—Unverified	0
Iterative Deep Graph Learning for Graph Neural Networks	Sep 25, 2019	Graph EmbeddingGraph Learning	—Unverified	0
Global graph curvature	Sep 25, 2019	Graph Embedding	—Unverified	0
Unsupervised Universal Self-Attention Network for Graph Classification	Sep 25, 2019	ClassificationGraph Classification	—Unverified	0
NoiGAN: NOISE AWARE KNOWLEDGE GRAPH EMBEDDING WITH GAN	Sep 25, 2019	Graph EmbeddingKnowledge Graph Completion	—Unverified	0
PINE: Universal Deep Embedding for Graph Nodes via Partial Permutation Invariant Set Functions	Sep 25, 2019	Community DetectionGraph Embedding	—Unverified	0
Learning Universal Graph Neural Network Embeddings With Aid Of Transfer Learning	Sep 22, 2019	DecoderGraph Classification	CodeCode Available	0
Triplet-Aware Scene Graph Embeddings	Sep 19, 2019	Data AugmentationGraph Embedding	—Unverified	0
Exploring Scholarly Data by Semantic Query on Knowledge Graph Embedding Space	Sep 17, 2019	Graph EmbeddingKnowledge Graph Completion	CodeCode Available	1
Group Representation Theory for Knowledge Graph Embedding	Sep 11, 2019	Graph EmbeddingKnowledge Graph Embedding	—Unverified	0
Lifelog Patterns Analyzation using Graph Embedding based on Deep Neural Network	Sep 10, 2019	Graph Embedding	—Unverified	0
Composing Knowledge Graph Embeddings via Word Embeddings	Sep 9, 2019	Graph EmbeddingKnowledge Graph Completion	—Unverified	0
Structured Query Construction via Knowledge Graph Embedding	Sep 6, 2019	Graph EmbeddingKnowledge Graph Embedding	—Unverified	0
Graph Representation Ensemble Learning	Sep 6, 2019	Ensemble LearningGraph Embedding	CodeCode Available	0
Parallel Computation of Graph Embeddings	Sep 6, 2019	Graph Embedding	—Unverified	0
A Non-commutative Bilinear Model for Answering Path Queries in Knowledge Graphs	Sep 4, 2019	Computational EfficiencyGraph Embedding	—Unverified	0
Graph Representation Learning: A Survey	Sep 3, 2019	FormGraph Embedding	CodeCode Available	0
Embedding Symbolic Knowledge into Deep Networks	Sep 3, 2019	Graph EmbeddingRelation Prediction	CodeCode Available	1

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Benchmark Results

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