cs.CV, cs.LG, math.ST, stat.ML, stat.TH

An Analytical Theory of Spectral Bias in the Learning Dynamics of Diffusion Models

arXiv:2503.03206v3 Announce Type: replace-cross
Abstract: We develop an analytical framework for understanding how the generated distribution evolves during diffusion model training. Leveraging a Gaussian-equivalence principle, we solve the full-batch…