Graph Embeddings

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Graphs • 34 methods

graph embeddings, can be homogeneous graph or heterogeneous graph

Methods

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Method	Year	Papers
TuckER TuckER: Tensor Factorization for Knowledge Graph Completion	2019	95
node2vec node2vec: Scalable Feature Learning for Networks	2016	67
TransE Translating Embeddings for Modeling Multi-relational Data	2013	51
DeepWalk DeepWalk: Online Learning of Social Representations	2014	50
LapEigen Laplacian Eigenmaps and Spectral Techniques for Embedding and Clustering	2020	39
Laplacian PE Benchmarking Graph Neural Networks	2020	38
GIN How Powerful are Graph Neural Networks?	2018	20
VERSE VERSE: Versatile Graph Embeddings from Similarity Measures	2018	20
RotatE RotatE: Knowledge Graph Embedding by Relational Rotation in Complex Space	2019	18
VGAE Variational Graph Auto-Encoders	2016	11
RESCAL A Three-Way Model for Collective Learning on Multi-Relational Data	2011	10
HypE Self-Supervised Hyperboloid Representations from Logical Queries over Knowledge Graphs	2020	10
MEI Multi-Partition Embedding Interaction with Block Term Format for Knowledge Graph Completion	2020	7
HOPE Asymmetric Transitivity Preserving Graph Embedding	2020	6
GraRep GraRep: Learning Graph Representations with Global Structural Information	2015	5
NetMF Network Embedding as Matrix Factorization: Unifying DeepWalk, LINE, PTE, and node2vec	2017	3
LINE LINE: Large-scale Information Network Embedding	2015	3
SDNE Structural Deep Network Embedding	2016	3
GIC Graph InfoClust: Leveraging cluster-level node information for unsupervised graph representation learning	2020	3
ComplEx-N3 Canonical Tensor Decomposition for Knowledge Base Completion	2018	3
CP-N3 Canonical Tensor Decomposition for Knowledge Base Completion	2018	3
MNMF Font Size: Community Preserving Network Embedding	2017	2
WYS Watch Your Step: Learning Node Embeddings via Graph Attention	2017	2
DBGAN	2000	2
WEGL Wasserstein Embedding for Graph Learning	2020	1
SETSe	2000	1
ED-GNN Medical Entity Disambiguation Using Graph Neural Networks	2021	1
KGRefiner KGRefiner: Knowledge Graph Refinement for Improving Accuracy of Translational Link Prediction Methods	2021	1
ComplEx-N3-RP Relation Prediction as an Auxiliary Training Objective for Improving Multi-Relational Graph Representations	2021	1
CP N3 Canonical Tensor Decomposition for Knowledge Base Completion	2018	1
CP-N3-RP Relation Prediction as an Auxiliary Training Objective for Improving Multi-Relational Graph Representations	2021	1
RESCAL RP A Three-Way Model for Collective Learning on Multi-Relational Data	2011	1
RESCAL-RP Relation Prediction as an Auxiliary Training Objective for Improving Multi-Relational Graph Representations	2021	1
TuckER-RP Relation Prediction as an Auxiliary Training Objective for Improving Multi-Relational Graph Representations	2021	1

Graph Embeddings Edit

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Graph Embeddings

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