Not sure how informative the minimum ESS is going to be. You are likely focusing on a single parameter at that point. A parameter-wise comparison would probably be more informative. But it is possible that something is configured such that the differences you are seeing are consistent. There are plenty of theano/aesara configuration options, for example.
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