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I could compute probabilities for each bin that the exact values would fall into a given uncertainty range about the corresponding value in the other distribution... but I'm wondering if there are more sophisticated alternatives that I could apply.

If it is relevant, the width of the sample space is the same for all the bins and values in the distributions span several orders of magnitude.