Beyond Fixed Horizons: A Theoretical Framework for Adaptive Denoising Diffusions

Sören Christensen, Jan Kallsen, Claudia Strauch +1

We introduce a new class of generative diffusion models that, unlike conventional denoising diffusion models, achieve a time-homogeneous structure for both the noising and denoisin…