Mathilde Papillon

TopoTune: A Framework for Generalized Combinatorial Complex Neural Networks

Graph Neural Networks (GNNs) effectively learn from relational data by leveraging graph symmetries. However, many real-world systems---such as biological or social networks---feature multi-way interactions that GNNs fail to capture. Topological Deep Learning (TDL) addresses this by modeling and leve…