Reducibility of higher-order networks via information flow

This repository contains the code used for the analysis presented in the paper:
"Reducibility of higher-order networks via information flow",
by M. Lucas, L. Gallo, A. Ghavasieh, F. Battiston, and M. De Domenico
arXiv:2404.08547 (2024)

Fig. 1: Pipeline

Fig. 4. Empirical datasets show different levels of reducibility

Contents

• notebooks/: notebooks used to produce the figures and simple simulations
• src/: modules with functions used in the notebooks and heavier simulation scripts
• results/: simulation outputs saved for plotting

Dependencies

The code was tested for Python 3.9 and the dependencies specified in requirements.txt.

In particular, the code relies on the XGI library.