Expressivity of autonomous Riemannian Hamiltonian transport
Characterize the pairs of initial and target densities that can be connected exactly, or to prescribed accuracy, by an autonomous scalar potential with an isotropic non-Dirac initial momentum distribution.
References
Several questions remain open. The main theoretical problem is expressivity: characterize the pairs $(\rho_0,\rho_1)$ that can be connected exactly, or to prescribed accuracy, by an autonomous potential with an isotropic non-Dirac distribution for the initial momenta.
— Riemannian Neural Hamiltonian Flows: Geodesic Symplectic Transport and Interpretability
(2609.21647 - Souveton, 18 Sep 2026) in Section 5, Conclusion