Principled Latent Diffusion for Graphs via Laplacian Autoencoders
arXiv:2601.13780v3 Announce Type: replace
Abstract: Graph diffusion models achieve state-of-the-art performance in graph generation but suffer from quadratic complexity in the number of nodes — and much of their capacity is wasted modeling the absenc…