Position: Spectral GNNs Are Neither Spectral Nor Superior for Node Classification

Qin Jiang, Chengjia Wang, Michael Lones +2

Spectral Graph Neural Networks (Spectral GNNs) for node classification promise frequency-domain filtering on graphs, yet rest on flawed foundations. Recent work shows that graph La…