From Coupled Oscillators to Graph Neural Networks: Addressing Over-smoothing with Kuramoto Model-based Approach

The author proposes the KuramotoGNN, a continuous-depth GNN inspired by the Kuramoto model, to address over-smoothing by leveraging insights from synchronization. The model demonstrates superior performance compared to other GNN variants.