NUTS inefficient in learning standard deviation for normal likelihood

Oh, that’s a good point, sorry. I believe observations of deterministic variables are difficult, so this may not be helpful in your case. I think if you’re happy to, posting code would be my suggestion to see if we can see what the issue might be!