The forward diffusion process, which goes from x_t$x_t$ to x_{t+1}$x_{t+1} $ is Gaussian, which is very reasonable as we go the next state by adding random gaussian noise. However, I do not understand why the reverse of the process ( which goes from x_{t+1} $x_{t+1} $ to x_t $x_t $) is not also a Gaussian?.