TopoTune : A Framework for Generalized Combinatorial Complex Neural Networks

Papillon, M., Bernárdez, G., Battiloro, C., Miolane, N.

We introduce Generalized Combinatorial Complex Neural Networks (GCCNs), a simple yet powerful family of Topological Deep Learning (TDL) models that generalize CCNNs, systematically extend graph neural networks to higher-order domains, and, through the TopoTune framework, enable flexible and accessible development of expressive TDL architectures.