Battiston et al. (arXiv:2110.06023) provide a comprehensive overview of how investigations complex systems should take into account interactions between more than two elements, which can be modelled by hypergraphs and studied via topological data analysis. Following separate line enquiry, broad literature has developed information-theoretic tools to characterize high-order interdependencies fro...