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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 76–100 of 1192 papers

TitleStatusHype
Efficient Hyper-parameter Search for Knowledge Graph EmbeddingCode1
PIE: a Parameter and Inference Efficient Solution for Large Scale Knowledge Graph Embedding ReasoningCode1
Temporal Knowledge Graph Reasoning with Low-rank and Model-agnostic RepresentationsCode1
Hierarchical Nearest Neighbor Graph Embedding for Efficient Dimensionality ReductionCode1
Sequence-to-Sequence Knowledge Graph Completion and Question AnsweringCode1
Knowledge Graph Embedding Methods for Entity Alignment: An Experimental ReviewCode1
Distributed-Memory Sparse Kernels for Machine LearningCode1
CAKE: A Scalable Commonsense-Aware Framework For Multi-View Knowledge Graph CompletionCode1
ARM3D: Attention-based relation module for indoor 3D object detectionCode1
HousE: Knowledge Graph Embedding with Householder ParameterizationCode1
Rethinking Graph Convolutional Networks in Knowledge Graph CompletionCode1
Revisiting Global Pooling through the Lens of Optimal TransportCode1
Representing Long-Range Context for Graph Neural Networks with Global AttentionCode1
Reasoning Through Memorization: Nearest Neighbor Knowledge Graph EmbeddingsCode1
Contrastive Laplacian EigenmapsCode1
Motif Graph Neural NetworkCode1
Implications of Topological Imbalance for Representation Learning on Biomedical Knowledge GraphsCode1
SHGNN: Structure-Aware Heterogeneous Graph Neural NetworkCode1
KGE-CL: Contrastive Learning of Tensor Decomposition Based Knowledge Graph EmbeddingsCode1
A Multi-purposed Unsupervised Framework for Comparing Embeddings of Undirected and Directed GraphsCode1
AirObject: A Temporally Evolving Graph Embedding for Object IdentificationCode1
Poisoning Knowledge Graph Embeddings via Relation Inference PatternsCode1
Spatio-Temporal Scene-Graph Embedding for Autonomous Vehicle Collision PredictionCode1
Parallel Training of Knowledge Graph Embedding Models: A Comparison of TechniquesCode1
Rot-Pro: Modeling Transitivity by Projection in Knowledge Graph EmbeddingCode1
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1DeepGGEntropy Difference0—Unverified