Preliminaries on Diffusion Designs. Diffusion probabilistic styles ho2020denoising define a ahead–reverse approach that transforms clean up info samples 0mathbf x _ 0 into Gaussian noise by way of a Markov chain and learns to invert this noising process. In latent diffusion types