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Ferran Hernandez Caralt

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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

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