arxivcs.LGcs.SIstat.ML2026-07-24
Local-Global Geometric Insights for Graph Neural Networks via Entropic Curvature
Rachid Caich, Yassine Abbahaddou
Curvature notions on graphs, particularly Ollivier-Ricci and Forman, have emerged as powerful tools for addressing fundamental issues in Graph Neural Networks (GNNs) such as oversmoothing and oversquashing, but rely almost exclusively on local edge-level comparisons and therefore…