If the parameters you’re sampling are discrete you’ll have trouble. Like say you had a model with normally distributed observations, and an unknown mean that was constrained for some reason to be discrete, say 1, 2, or 3. In this scenario NUTS wouldn’t work, but you could still use Metropolis.
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