Check out this recently revived thread for some unexpected differences between the two parameterisations. It was mostly over my head but I think the auxiliary approach always works as intended, whereas the offset/multiplier approach can have run into some issues. Re: hyperparameters, I don’t think it’ll matter too much there as the funnel geometry happens when there’s parameters on both the left- and right-hand sides of expressions.
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