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I stumbled on this while looking for an answer to my own misunderstanding of the step size algorithm, so your mileage my vary on this answer... With that said, the idea is that the slice sampler is there because we can't solve the dynamical system exactly, but with a discrete system. Because it's going to have an error, we use the slice sampler to compensate ...

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