Author

Ginestra Bianconi

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Preprint Oct 2026

Cup and Cap Topological Neural Network

Topological Deep Learning (TDL) is designed to learn features associated with higher-dimensional simplices including not only nodes but also edges, triangles and so on. However, most TDL approaches, being based on boundary operators and Hodge Laplacians, have the limitation that features and signals cannot be lifted or...

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

Preprint Aug 2026

$(k,n)$-core percolation on hypergraphs with anchor nodes

Hypergraphs describe higher-order interactions that involve more than a pair of nodes. A characteristic feature of hypergraphs is that their robustness can be strongly affected by the different roles of the nodes. Indeed, some nodes might be essential for a hyperedge's function, while others might not be. The loss of a...

Hoseung Jang, Byungjoon Min, Ginestra Bianconi · 0 citations