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Ginestra Bianconi

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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 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

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