This work introduces a self-supervised approach based on contrastive multi-view learning to learn node and graph level representations.
It has been accepted at ICML 2020:
https://arxiv.org/abs/2006.05582
@incollection{icml2020_1971,
author = {Hassani, Kaveh and Khasahmadi, Amir Hosein},
booktitle = {Proceedings of International Conference on Machine Learning},
pages = {3451--3461},
title = {Contrastive Multi-View Representation Learning on Graphs},
year = {2020}
}