12 citations · 12 across the 1 of their papers we have counts for
4 papers
Simplicial Attention Neural Networks
L. Giusti, C. Battiloro, P. Di Lorenzo +2
The aim of this work is to introduce simplicial attention networks (SANs), i.e., novel neural architectures that operate on data defined on simplicial complexes leveraging masked s…
Topological Signal Processing over Simplicial Complexes
Sergio Barbarossa, Stefania Sardellitti
The goal of this paper is to establish the fundamental tools to analyze signals defined over a topological space, i.e. a set of points along with a set of neighborhood relations. T…
Graph topology inference based on sparsifying transform learning
Stefania Sardellitti, Sergio Barbarossa, Paolo Di Lorenzo
Graph-based representations play a key role in machine learning. The fundamental step in these representations is the association of a graph structure to a dataset. In this paper,…
The edge cloud: A holistic view of communication, computation and caching
Sergio Barbarossa, Stefania Sardellitti, Elena Ceci +1
The evolution of communication networks shows a clear shift of focus from just improving the communications aspects to enabling new important services, from Industry 4.0 to automat…