Under a denoising objective, linear attention is suboptimal; Graph Convolutional Attention matches idealized spectral attention on SBMs and improves graph denoising and diffusion in proportion to spectral diversity.
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Graph Convolutional Attention: A Spectral Perspective on Graph Denoising and Diffusion
Under a denoising objective, linear attention is suboptimal; Graph Convolutional Attention matches idealized spectral attention on SBMs and improves graph denoising and diffusion in proportion to spectral diversity.