arxivcs.CV2026-07-05
EMPURPLE: A Free Lunch for Diffusion Distillation based on the Information Bottleneck
Diffusion models achieve impressive image-generation quality but remain expensive at inference time. Diffusion distillation reduces sampling steps, yet many distilled models, including SDXL-Lightning and distribution matching distillation methods, suffer from degraded Fréchet Inc…