Also called network representation learning, graph embedding, knowledge embedding, etc.
The task is to learn the representations of the vertices from a given network.
StarSpace
StarSpace: Embed All The Things!, arxiv'17
proNet-core
Vertex-Context Sampling for Weighted Network Embedding, arxiv'17
struc2vec
struc2vec: Learning Node Representations from Structural Identity, KDD'17
ComE
Learning Community Embedding with Community Detection and Node Embedding on Graphs, CIKM'17
GraphSAGE
Inductive Representation Learning on Large Graphs, NIPS'17
ICE
ICE: Item Concept Embedding via Textual Information, SIGIR'17
struc2vec
struc2vec: Learning Node Representations from Structural Identity, KDD'17
metapath2vec
metapath2vec: Scalable Representation Learning for Heterogeneous Networks, KDD'17
GCN
Semi-Supervised Classification with Graph Convolutional Networks, ICLR'17
GAE
Variational Graph Auto-Encoders, arxiv
CANE
CANE: Context-Aware Network Embedding for Relation Modeling, ACL'17
TransNet
TransNet: Translation-Based Network Representation Learning for Social Relation Extraction, IJCAI'17
ConvE
Convolutional 2D Knowledge Graph Embeddings, arxiv
node2vec
node2vec: Scalable Feature Learning for Networks, KDD'16
DNGR
Deep Neural Networks for Learning Graph Representations, AAAI'16
HolE
Holographic Embeddings of Knowledge Graphs, AAAI'16
[Python-sklearn] [Python-sklearn2]
ComplEx
Complex Embeddings for Simple Link Prediction, ICML'16
MMDW
Max-Margin DeepWalk: Discriminative Learning of Network Representation, IJCAI'16
planetoid
Revisiting Semi-supervised Learning with Graph Embeddings, ICML'16
PowerWalk
PowerWalk: Scalable Personalized PageRank via Random Walks with Vertex-Centric Decomposition, CIKM'16
LINE
LINE: Large-scale information network embedding, WWW'15
PTE
PTE: Predictive Text Embedding through Large-scale Heterogeneous Text Networks, KDD'15
GraRep
Grarep: Learning graph representations with global structural information, CIKM'15
KB2E
Learning Entity and Relation Embeddings for Knowledge Graph Completion, AAAI'15
[paper] [C++] [faster version]
TADW
Network Representation Learning with Rich Text Information, IJCAI'15
DeepWalk
DeepWalk: Online Learning of Social Representations, KDD'14
GEM
Graph Embedding Techniques, Applications, and Performance: A Survey
Watch Your Step: Learning Graph Embeddings Through Attention, arxiv'17
Fast Linear Model for Knowledge Graph Embeddings, arxiv'17
Network Embedding as Matrix Factorization: Unifying DeepWalk, LINE, PTE, and node2vec, arxiv'17
A Comprehensive Survey of Graph Embedding: Problems, Techniques and Applications, arxiv'17
Representation Learning on Graphs: Methods and Applications, IEEE DEB'17
CONE, CONE: Community Oriented Network Embedding, arxiv'17
LANE, Label Informed Attributed Network Embedding, WSDM'17
Graph2Gauss, Deep Gaussian Embedding of Attributed Graphs: Unsupervised Inductive Learning via Ranking, arxiv [Bonus Animation]
Scalable Graph Embedding for Asymmetric Proximity, AAAI'17
Structural Deep Network Embedding, KDD'16
Query-based Music Recommendations via Preference Embedding, RecSys'16
Tri-party deep network representation, IJCAI'16
Heterogeneous Network Embedding via Deep Architectures, KDD'15
Neural Word Embedding As Implicit Matrix Factorization, NIPS'14
Distributed large-scale natural graph factorization, WWW'13
From Node Embedding To Community Embedding, arxiv
Walklets: Multiscale Graph Embeddings for Interpretable Network Classification, arxiv
Comprehend DeepWalk as Matrix Factorization, arxiv
Poincaré Embeddings for Learning Hierarchical Representations, arXiv 2017
13th International Workshop on Mining and Learning with Graphs, MLG'17
Stanford Network Analysis Project website