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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 201–225 of 1192 papers

TitleStatusHype
Robust Attributed Graph Alignment via Joint Structure Learning and Optimal TransportCode1
RotatE: Knowledge Graph Embedding by Relational Rotation in Complex SpaceCode1
Exploring Scholarly Data by Semantic Query on Knowledge Graph Embedding SpaceCode1
Explaining Neural Matrix Factorization with Gradient RollbackCode1
scCDCG: Efficient Deep Structural Clustering for single-cell RNA-seq via Deep Cut-informed Graph EmbeddingCode1
Schema First! Learn Versatile Knowledge Graph Embeddings by Capturing Semantics with MASCHInECode1
Adaptive Graph Auto-Encoder for General Data ClusteringCode1
Continual Learning of Knowledge Graph EmbeddingsCode1
Fast Sequence Based Embedding with Diffusion GraphsCode1
Contrastive Deep Nonnegative Matrix Factorization for Community DetectionCode1
Interpreting single-cell and spatial omics data using deep neural network training dynamicsCode1
Learning through structure: towards deep neuromorphic knowledge graph embeddingsCode1
A Broader Picture of Random-walk Based Graph EmbeddingCode1
FedE: Embedding Knowledge Graphs in Federated SettingCode1
Adaptive Graph Encoder for Attributed Graph EmbeddingCode1
Enhancing Text-based Knowledge Graph Completion with Zero-Shot Large Language Models: A Focus on Semantic EnhancementCode1
Force2Vec: Parallel force-directed graph embeddingCode1
FusedMM: A Unified SDDMM-SpMM Kernel for Graph Embedding and Graph Neural NetworksCode1
Along the Time: Timeline-traced Embedding for Temporal Knowledge Graph CompletionCode1
funcGNN: A Graph Neural Network Approach to Program SimilarityCode1
Meta-Knowledge Transfer for Inductive Knowledge Graph EmbeddingCode1
Start Small, Think Big: On Hyperparameter Optimization for Large-Scale Knowledge Graph EmbeddingsCode1
Graph Convolutional Networks for traffic anomalyCode1
Graph Dual-stream Convolutional Attention Fusion for Precipitation NowcastingCode1
You CAN Teach an Old Dog New Tricks! On Training Knowledge Graph EmbeddingsCode1
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1DeepGGEntropy Difference0—Unverified