PolyFormer: Scalable Node-wise Filters via Polynomial Graph Transformer

Jiahong Ma, Mingguo He, Zhewei Wei

Spectral Graph Neural Networks have demonstrated superior performance in graph representation learning. However, many current methods focus on employing shared polynomial coefficie…