Directed Semi-Simplicial Learning with Applications to Brain Activity Decoding

Manuel Lecha, Andrea Cavallo, Francesca Dominici +5

Graph Neural Networks (GNNs) excel at learning from pairwise interactions but often overlook multi-way and hierarchical relationships. Topological Deep Learning (TDL) addresses thi…