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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 26–50 of 1192 papers

TitleStatusHype
scCDCG: Efficient Deep Structural Clustering for single-cell RNA-seq via Deep Cut-informed Graph EmbeddingCode1
Applying Self-supervised Learning to Network Intrusion Detection for Network Flows with Graph Neural NetworkCode1
Graph Dual-stream Convolutional Attention Fusion for Precipitation NowcastingCode1
Tumor Micro-environment Interactions Guided Graph Learning for Survival Analysis of Human Cancers from Whole-slide Pathological ImagesCode1
LGMRec: Local and Global Graph Learning for Multimodal RecommendationCode1
Stockformer: A Price-Volume Factor Stock Selection Model Based on Wavelet Transform and Multi-Task Self-Attention NetworksCode1
Contrastive Deep Nonnegative Matrix Factorization for Community DetectionCode1
Relation-aware Ensemble Learning for Knowledge Graph EmbeddingCode1
Enhancing Text-based Knowledge Graph Completion with Zero-Shot Large Language Models: A Focus on Semantic EnhancementCode1
Topological Node2vec: Enhanced Graph Embedding via Persistent HomologyCode1
A Comprehensive Study on Knowledge Graph Embedding over Relational Patterns Based on Rule LearningCode1
Spherical and Hyperbolic Toric Topology-Based Codes On Graph Embedding for Ising MRF Models: Classical and Quantum Topology Machine LearningCode1
CausE: Towards Causal Knowledge Graph EmbeddingCode1
IntelliGraphs: Datasets for Benchmarking Knowledge Graph GenerationCode1
TransERR: Translation-based Knowledge Graph Embedding via Efficient Relation RotationCode1
Schema First! Learn Versatile Knowledge Graph Embeddings by Capturing Semantics with MASCHInECode1
InGram: Inductive Knowledge Graph Embedding via Relation GraphsCode1
Node Embedding from Neural Hamiltonian Orbits in Graph Neural NetworksCode1
Representation Learning on Hyper-Relational and Numeric Knowledge Graphs with TransformersCode1
How to Turn Your Knowledge Graph Embeddings into Generative ModelsCode1
Friendly Neighbors: Contextualized Sequence-to-Sequence Link PredictionCode1
Synergistic Graph Fusion via Encoder EmbeddingCode1
SGFormer: Semantic Graph Transformer for Point Cloud-based 3D Scene Graph GenerationCode1
NESS: Node Embeddings from Static SubGraphsCode1
Treat Different Negatives Differently: Enriching Loss Functions with Domain and Range Constraints for Link PredictionCode1
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1DeepGGEntropy Difference0—Unverified