• The expressive power of pooling in Graph Neural Networks 

      Bianchi, Filippo Maria; Lachi, Veronica (Journal article; Tidsskriftartikkel; Peer reviewed, 2023)
      In Graph Neural Networks (GNNs), hierarchical pooling operators generate local summaries of the data by coarsening the graph structure and the vertex features. While considerable attention has been devoted to analyzing the expressive power of message-passing (MP) layers in GNNs, a study on how graph pooling affects the expressiveness of a GNN is still lacking. Additionally, despite the recent advances ...