cs.LG, cs.LO

The Logical Expressiveness of Topological Neural Networks

arXiv:2604.19212v1 Announce Type: new
Abstract: Graph neural networks (GNNs) are the standard for learning on graphs, yet they have limited expressive power, often expressed in terms of the Weisfeiler-Leman (WL) hierarchy or within the framework of fi…