Antonio G. Marques

Graph Convolutional Attention: A Spectral Perspective on Graph Denoising and Diffusion

Spectral Attention is introduced, which directly utilizes the input graph spectrum and provably outperforms linear attention by a margin governed by the spectral diversity of the distribution, and Graph Convolutional Attention is derived, a practical and permutation-equivariant realization of this idea that implements...