Conditional Diffusion Under Linear Constraints: Langevin Mixing and Information-Theoretic Guarantees

Ahmad Aghapour, Erhan Bayraktar, Asaf Cohen

We study zero-shot conditional sampling with pretrained diffusion models for linear inverse problems, including inpainting and super-resolution. In these problems, the observation…