clearloveyuan / awesome-graph-embedding

Awesome Graph Embedding Techinques

Awesome-Graph-Embedding

Awesome Graph Embedding Techniques

Random Walk:

Name	Paper Link	Code Link
Deep Walk	Paper	Code link
LINE	Paper	Code link
Node2Vec	Paper	Code link
Metapath2Vec	Paper	Code link
Anonymous Walk Embeddings	Paper	Code link
NetGAN: Generating Graphs via Random Walks	Paper	Code link

Deep Learning:

Name	Paper Link	Code Link
Graph Convolutional Neural Network	Paper	Code link
Structural Deep Network Embedding	Paper	Code link
CANE: Context-Aware Network Embedding for Relation Modeling	Paper	Code link
Graph Convolutional Neural Networks for Web-Scale Recommender Systems	Paper	-
ANRL: Attributed Network Representation Learning via Deep Neural Networks	Paper	-
Deep Inductive Network Representation Learning	Paper	-
Deep Attributed Network Embedding	Paper
Constructing Narrative Event Evolutionary Graph for Script Event Prediction	Paper	Code link
Stochastic Training of Graph Convolutional Networks with Variance Reduction	Paper	-
FastGCN: Fast Learning with Graph Convolutional Networks via Importance Sampling	Paper	-
Large-Scale Learnable Graph Convolutional Networks	Paper	Code link
Learning Deep Network Representations with Adversarially Regularized Autoencoders	Paper	-
Easing Embedding Learning by Comprehensive Transcription of Heterogeneous Information Networ	Paper	-
Learning Structural Node Embeddings via Diffusion Wavelets	Paper	-
NetWalk: A Flexible Deep Embedding Approach for Anomaly Detection in Dynamic Networks	Paper	-
Inductive Representation Learning on Large Graphs	Paper	Code link
Graph Attention Networks	Paper	Code link

Survey:

• Graph Embedding Techniques, Applications, and Performance: A Survey
  • Paper
  • Code link
• Representation Learning on Graphs: Methods and Applications
  • Paper
• Relational inductive biases, deep learning, and graph networks
  • Paper
• Network Representation Learning: An Overview.(In Chinese)
  • Paper
• Network Representation Learning: A Survey
  • Paper

Graph Construct

C++

• Boost Graph
• NGraoh

Python

• NetworkX
• iGraph
• graph-tool
• python-graph