Kinda cooked on this one.
My new favorite bijection for normalising flows, Predictive Rosenblatt Spline, closed form inverse.
Belief over a gaussian codebook -> posterior predict-> spline knots, all analytic. Exact log-det at any K, zero init is the exact Rosenblatt map.