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Graph Embedding

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

( Image credit: GAT )

Papers

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Showing 151–175 of 1192 papers

TitleStatusHype
Force2Vec: Parallel force-directed graph embeddingCode1
Brain Graph Super-Resolution Using Adversarial Graph Neural Network with Application to Functional Brain ConnectivityCode1
funcGNN: A Graph Neural Network Approach to Program SimilarityCode1
Deep Hypergraph U-Net for Brain Graph Embedding and ClassificationCode1
Adversarially Regularized Graph Autoencoder for Graph EmbeddingCode1
Knowledge Embedding Based Graph Convolutional NetworkCode1
CAKE: A Scalable Commonsense-Aware Framework For Multi-View Knowledge Graph CompletionCode1
Topology-Aware Network Pruning using Multi-stage Graph Embedding and Reinforcement LearningCode1
Can We Predict New Facts with Open Knowledge Graph Embeddings? A Benchmark for Open Link PredictionCode1
Adversarial Privacy Preserving Graph Embedding against Inference AttackCode1
Applying Self-supervised Learning to Network Intrusion Detection for Network Flows with Graph Neural NetworkCode1
Contrastive Laplacian EigenmapsCode1
A Comprehensive Study on Knowledge Graph Embedding over Relational Patterns Based on Rule LearningCode1
CausE: Towards Causal Knowledge Graph EmbeddingCode1
One-Hot Graph Encoder EmbeddingCode1
GraphSAINT: Graph Sampling Based Inductive Learning MethodCode1
Approximating Network Centrality Measures Using Node Embedding and Machine LearningCode1
Expressive Power of Invariant and Equivariant Graph Neural NetworksCode1
HousE: Knowledge Graph Embedding with Householder ParameterizationCode1
How Does Knowledge Graph Embedding Extrapolate to Unseen Data: A Semantic Evidence ViewCode1
Hyperbolic Entailment Cones for Learning Hierarchical EmbeddingsCode1
I Know What You Do Not Know: Knowledge Graph Embedding via Co-distillation LearningCode1
Inductive Relation Prediction by Subgraph ReasoningCode1
Inductive Representation Learning on Temporal GraphsCode1
Discrete-time Temporal Network Embedding via Implicit Hierarchical Learning in Hyperbolic SpaceCode1
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1DeepGGEntropy Difference0—Unverified