The paper "From Denoising Diffusions to Denoising Markov Models" authored by Joe Benton, Yuyang Shi, Valentin De Bortoli, George Deligiannidis and Arnaud Doucet has been accepted for publication in the Journal of the Royal Statistical Society Series B as a prestigious read paper. It will be read before The Royal Statistical Society at the Society's 2023 annual conference held in Harrogate on Wednesday, September 6th, 2023.