Akash-Sharma-1 / InfoGraph

Official code for ICLR spotlight paper "InfoGraph: Unsupervised and Semi-supervised Graph-Level Representation Learning via Mutual Information Maximization"

InfoGraph: Unsupervised and Semi-supervised Graph-Level Representation Learning via Mutual Information Maximization

Authors: Fan-yun Sun, Jordan Hoffman, Vikas Verma, Jian Tang

Link to Paper

Tested on pytorch 1.6.0 and pytorch_geometric 1.6.1

Code regarding mutual information maximization is partially referenced from: https://github.com/rdevon/DIM

Cite

Please cite our paper if you use this code in your own work:

@inproceedings{sun2019infograph,
  title={InfoGraph: Unsupervised and Semi-supervised Graph-Level Representation Learning via Mutual Information Maximization},
  author={Sun, Fan-Yun and Hoffman, Jordan and Verma, Vikas and Tang, Jian},
  booktitle={International Conference on Learning Representations},
  year={2019}
}