Graph Embeddings

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Graphs • 42 methods

graph embeddings, can be homogeneous graph or heterogeneous graph

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Method	Year	Papers
LapEigen Laplacian Eigenmaps and Spectral Techniques for Embedding and Clustering	2020	188
Laplacian PE Benchmarking Graph Neural Networks	2020	187
TuckER TuckER: Tensor Factorization for Knowledge Graph Completion	2019	146
node2vec node2vec: Scalable Feature Learning for Networks	2016	90
TransE Translating Embeddings for Modeling Multi-relational Data	2013	67
DeepWalk DeepWalk: Online Learning of Social Representations	2014	59
VERSE VERSE: Versatile Graph Embeddings from Similarity Measures	2018	34
HypE Self-Supervised Hyperboloid Representations from Logical Queries over Knowledge Graphs	2020	33
GIN How Powerful are Graph Neural Networks?	2018	31
RotatE RotatE: Knowledge Graph Embedding by Relational Rotation in Complex Space	2019	25
VGAE Variational Graph Auto-Encoders	2016	21
RESCAL A Three-Way Model for Collective Learning on Multi-Relational Data	2011	16
HOPE Asymmetric Transitivity Preserving Graph Embedding	2020	11
GIC Graph InfoClust: Leveraging cluster-level node information for unsupervised graph representation learning	2020	11
RDF2Vec RDF2Vec: RDF Graph Embeddings and Their Applications	2017	11
MEI Multi-Partition Embedding Interaction with Block Term Format for Knowledge Graph Completion	2020	8
LINE LINE: Large-scale Information Network Embedding	2015	6
DAGNN Directed Acyclic Graph Neural Networks	2021	6
GraRep GraRep: Learning Graph Representations with Global Structural Information	2015	5
ComplEx-N3 Canonical Tensor Decomposition for Knowledge Base Completion	2018	4
NetMF Network Embedding as Matrix Factorization: Unifying DeepWalk, LINE, PTE, and node2vec	2017	3
MNMF Font Size: Community Preserving Network Embedding	2017	3
SDNE Structural Deep Network Embedding	2016	3
CP-N3 Canonical Tensor Decomposition for Knowledge Base Completion	2018	3
WYS Watch Your Step: Learning Node Embeddings via Graph Attention	2017	2
DBGAN	2000	2
CT-Layer DiffWire: Inductive Graph Rewiring via the Lovász Bound	2022	2
RREA Relational Reflection Entity Alignment	2020	2
MTransE Multilingual Knowledge Graph Embeddings for Cross-lingual Knowledge Alignment	2016	2
MultiKE Multi-view Knowledge Graph Embedding for Entity Alignment	2019	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
GAP-Layer DiffWire: Inductive Graph Rewiring via the Lovász Bound	2022	1
RelDiff RelDiff: Enriching Knowledge Graph Relation Representations for Sensitivity Classification		1

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