Enhancing Graph Neural Networks' Performance on Less-Homophilic Graphs via Adaptive Spectral Clustering

A novel graph restructuring method that can be integrated into any type of Graph Neural Networks (GNNs) to leverage the benefits of existing GNNs while alleviating their limitations on less-homophilic graphs.