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We can easily show with a simple recurrence argument that any step from the chain can be directly generated from x_0 according to where From the Markov property, we can write the probability of a given forward trajectory as A we described in the previous subsection, our goal is to learn the reverse process of this forward diffusion process, or, more exactly, the reverse chain of this forward Markov chain