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

arXiv:2607.06546v2 Announce Type: replace-cross Abstract: Denoising graphs is a fundamental problem in graph learning and the core operation of graph diffusion models. Attention-based architectures such as graph transformers have shown promise for this task, y