A First-Step Bias Restores Lost Diversity in Diffusion Model Distillation.

arXiv:2610.37110v1 Announce Type: cross Abstract: Distribution-matching distillation enables high-quality image generation in only a few denoising steps. However, distilled student models often map different initial noise samples to similar outputs under the s