ONDA: Oscillatory Neural Dynamics Tackle Long-Range Propagation in GNNs

A new arXiv paper introduces ONDA, a long-range graph learning framework built on operator-valued information waves and oscillatory neural dynamics over sheaves, addressing the core GNN problem that deeper propagation does not guarantee effective influence between distant nodes.

2026-10-27 ~ 2026-10-27 · 2 related posts

• ONDA: Operator-Valued Information Waves Fix Long-Range Propagation in GNNs — burny_tech · 2026-10-27
• ONDA paper couples oscillatory dynamics with sheaves to fix long-range propagation in GNNs — burny_tech · 2026-10-27