Author

Pietro Liò

2 papers indexed here

We haven’t gathered this author’s papers yet. Follow them and we’ll fetch their work.

Not the right person? Other researchers publish under this name.

Preprint Oct 2026

Cup and Cap Topological Neural Network

The Cup and Cap Topological Neural Network is formulated, a topological deep learning architecture designed to learn node-based variables (or 0-cochains) by taking into account their many-body interactions (e.g. triangles) present in the data.

Marta Niedostatek, Ferran Hernandez Caralt, Run-Yue Wang et al. · 0 citations

Preprint Sep 2026

Transfer Dynamics and Spectral Cascades in Graph-Coupled Kuramoto Networks

This work introduces a spectral transfer formalism for nonlinear synchronisation dynamics to resolve how internal dynamical activity redistributes across network scales, moving beyond traditional global observables like the Kuramoto order parameter. By projecting Kuramoto phase dynamics onto the eigenbasis of the graph...

Marcin Kowalczyk, Pietro Lió, Z. Struzik · 0 citations