2 papers
cs.LG2026
The Logical Expressiveness of Topological Neural Networks
Amirreza Akbari, Amauri H. Souza, Vikas Garg
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 wit…
cs.DC2026
Online Locality Meets Distributed Quantum Computing
Amirreza Akbari, Xavier Coiteux-Roy, Francesco d'Amore +8
We connect three distinct lines of research that have recently explored extensions of the classical LOCAL model of distributed computing: A. distributed quantum computing and non-s…