Learning graph representation by aggregating subgraphs via mutual information maximization

C Wang, Z Liu - arXiv preprint arXiv:2103.13125, 2021 - arxiv.org
In this paper, we introduce a self-supervised learning method to enhance the graph-level
representations with the help of a set of subgraphs. For this purpose, we propose a universal …

Learning Graph Representation by Aggregating Subgraphs via Mutual Information Maximization

C Wang, Z Liu - arXiv e-prints, 2021 - ui.adsabs.harvard.edu
In this paper, we introduce a self-supervised learning method to enhance the graph-level
representations with the help of a set of subgraphs. For this purpose, we propose a universal …