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 151–175 of 1192 papers

Title	Date	Tasks	Status	Hype
Disentangle-based Continual Graph Representation Learning	Oct 6, 2020	Continual LearningGraph Embedding	CodeCode Available	1
TeRo: A Time-aware Knowledge Graph Embedding via Temporal Rotation	Oct 2, 2020	Graph EmbeddingKnowledge Graph Embedding	CodeCode Available	1
LibKGE - A knowledge graph embedding library for reproducible research	Oct 1, 2020	Graph EmbeddingHyperparameter Optimization	CodeCode Available	1
Multi-Relational Embedding for Knowledge Graph Representation and Analysis	Sep 28, 2020	Computational EfficiencyGraph Embedding	CodeCode Available	1
Multi-View Brain HyperConnectome AutoEncoder For Brain State Classification	Sep 24, 2020	ClassificationGeneral Classification	CodeCode Available	1
Force2Vec: Parallel force-directed graph embedding	Sep 17, 2020	ClusteringGraph Embedding	CodeCode Available	1
RDF2Vec Light -- A Lightweight Approach for Knowledge Graph Embeddings	Sep 16, 2020	Graph EmbeddingKnowledge Graph Embedding	CodeCode Available	1
Understanding Coarsening for Embedding Large-Scale Graphs	Sep 10, 2020	Anomaly DetectionGraph Embedding	CodeCode Available	1
TorchKGE: Knowledge Graph Embedding in Python and PyTorch	Sep 7, 2020	Graph EmbeddingKnowledge Graph Embedding	CodeCode Available	1
Deep Hypergraph U-Net for Brain Graph Embedding and Classification	Aug 30, 2020	ClassificationDiagnostic	CodeCode Available	1
Adversarial Privacy Preserving Graph Embedding against Inference Attack	Aug 30, 2020	Graph EmbeddingInference Attack	CodeCode Available	1
Quaternion Graph Neural Networks	Aug 12, 2020	General ClassificationGraph Classification	CodeCode Available	1
Adversarial Directed Graph Embedding	Aug 9, 2020	Generative Adversarial NetworkGraph Embedding	CodeCode Available	1
funcGNN: A Graph Neural Network Approach to Program Similarity	Jul 26, 2020	Code SearchGraph Embedding	CodeCode Available	1
Graph-based prediction of Protein-protein interactions with attributed signed graph embedding	Jul 21, 2020	Graph EmbeddingGraph Representation Learning	CodeCode Available	1
Adaptive Graph Encoder for Attributed Graph Embedding	Jul 3, 2020	ClusteringGraph Embedding	CodeCode Available	1
Jointly Non-Sampling Learning for Knowledge Graph Enhanced Recommendation	Jul 1, 2020	Graph EmbeddingKnowledge Graph Embedding	CodeCode Available	1
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
Multi-Partition Embedding Interaction with Block Term Format for Knowledge Graph Completion	Jun 29, 2020	Graph EmbeddingKnowledge Graph Completion	CodeCode Available	1
Approximating Network Centrality Measures Using Node Embedding and Machine Learning	Jun 29, 2020	BIG-bench Machine LearningGraph Embedding	CodeCode Available	1
Expressive Power of Invariant and Equivariant Graph Neural Networks	Jun 28, 2020	Graph Embedding	CodeCode Available	1
Benchmark and Best Practices for Biomedical Knowledge Graph Embeddings	Jun 24, 2020	Graph EmbeddingKnowledge Graph Embedding	CodeCode Available	1
Iterative Deep Graph Learning for Graph Neural Networks: Better and Robust Node Embeddings	Jun 21, 2020	Graph EmbeddingGraph Learning	CodeCode Available	1
Wasserstein Embedding for Graph Learning	Jun 16, 2020	Computational EfficiencyGraph Classification	CodeCode Available	1
Knowledge Embedding Based Graph Convolutional Network	Jun 12, 2020	Graph EmbeddingKnowledge Graph Embedding	CodeCode Available	1

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Benchmark Results

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