YuanGao

GrokFormer: Graph Fourier Kolmogorov-Arnold Transformers

Graph Transformers (GTs) have demonstrated remarkable performance in graph representation learning over popular graph neural networks (GNNs). However, self-attention, the core module of GTs, preserves only low-frequency signals in graph features, leading to ineffectiveness in capturing other importa…