Mathis Gerdes

Analytic Bijections for Smooth and Interpretable Normalizing Flows

A key challenge in normalizing flows is finding expressive invertible scalar bijections. Existing approaches face trade-offs: affine transformations are smooth and analytically invertible but lack expressivity; monotonic splines offer local control but are only piecewise smooth and act on bounded do…