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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 101–125 of 1192 papers

TitleStatusHype
Combinatorial Optimization by Graph Pointer Networks and Hierarchical Reinforcement LearningCode1
Collaborative Translational Metric LearningCode1
Adaptive Graph Auto-Encoder for General Data ClusteringCode1
How Does Knowledge Graph Embedding Extrapolate to Unseen Data: A Semantic Evidence ViewCode1
DisenKGAT: Knowledge Graph Embedding with Disentangled Graph Attention NetworkCode1
A Broader Picture of Random-walk Based Graph EmbeddingCode1
Adaptive Graph Encoder for Attributed Graph EmbeddingCode1
Hyperbolic Entailment Cones for Learning Hierarchical EmbeddingsCode1
Along the Time: Timeline-traced Embedding for Temporal Knowledge Graph CompletionCode1
Implications of Topological Imbalance for Representation Learning on Biomedical Knowledge GraphsCode1
Contrastive Deep Nonnegative Matrix Factorization for Community DetectionCode1
Enhancing Text-based Knowledge Graph Completion with Zero-Shot Large Language Models: A Focus on Semantic EnhancementCode1
Contrastive Laplacian EigenmapsCode1
Interpreting single-cell and spatial omics data using deep neural network training dynamicsCode1
A Multi-purposed Unsupervised Framework for Comparing Embeddings of Undirected and Directed GraphsCode1
Jointly Non-Sampling Learning for Knowledge Graph Enhanced RecommendationCode1
KGE-CL: Contrastive Learning of Tensor Decomposition Based Knowledge Graph EmbeddingsCode1
ECLARE: Extreme Classification with Label Graph CorrelationsCode1
Analogical Inference Enhanced Knowledge Graph EmbeddingCode1
Deep Learning for Community Detection: Progress, Challenges and OpportunitiesCode1
LineaRE: Simple but Powerful Knowledge Graph Embedding for Link PredictionCode1
Knowledge Sheaves: A Sheaf-Theoretic Framework for Knowledge Graph EmbeddingCode1
An energy-based model for neuro-symbolic reasoning on knowledge graphsCode1
Analyzing Knowledge Graph Embedding Methods from a Multi-Embedding Interaction PerspectiveCode1
AutoSF: Searching Scoring Functions for Knowledge Graph EmbeddingCode1
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1DeepGGEntropy Difference0—Unverified