Sliced Wasserstein Steering between Gaussian Measures
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Abstract (arXiv)
Optimal transport with quadratic cost provides a geometric framework for steering an ensemble, modeled by a probability law, with minimal effort. Yet ambient-space formulations become unwieldy in high dimensions, and sensing or actuation in practice often reveals only linear views of the state -- camera silhouettes, LiDAR beams, tomographic slices. We develop a sliced feedback controller for distribution steering: the evolving law is projected onto one-dimensional directions on the sphere, the optimal one-dimensional velocity is synthesized in each projection, and these velocities are averaged to produce a feedback control in the ambient space. The construction reduces to the Benamou--Brenier problem in one dimension. In addition, it is invariant under orthogonal transforms, nonexpansive under projections, and well posed on P2(ℝn). Computation proceeds by sampling directions on the sphere and solving independent one-dimensional subproblems, yielding a scalable method aligned with partial observations. In the Gaussian setting, we show that the developed sliced controller steers the law to the prescribed target. Furthermore, we derive an identity relating the energy consumption incurred by the controller to the sliced Wasserstein distance.
Key facts. Cited by 1 paper in the map (data through 14 Oct 2026). Builds on 9 of its 28 references that are in the map. First posted on arXiv 14 Apr 2026.
Builds on
9 of 28 references.
References · 9
- 2014On the relation between optimal transport and Schr"odinger bridges: A stochastic control viewpointcited by 99
- 2018Sliced-Wasserstein Flows: Nonparametric Generative Modeling via Optimal Transport and Diffusionscited by 77
- 2017Optimal transport for Gaussian mixture modelscited by 45
- 2015Optimal transport over a linear dynamical systemcited by 14
- 2024Long-Time Asymptotics of the Sliced-Wasserstein Flowcited by 7
- 2022Monge-Kantorovich Optimal Transport Through Constrictions and Flow-rate Constraintscited by 5
- 2023Entropic Model Predictive Optimal Transport over Dynamical Systemscited by 3
- 2025Towards Understanding Gradient Dynamics of the Sliced-Wasserstein Distance via Critical Point Analysiscited by 3
- 2023Entropic Model Predictive Optimal Transport for Underactuated Linear Systemscited by 2
Built on by
Citing papers per year: 2026: 1.
1 paper.
- 2026Distribution Steering via Sliced Optimal Transport Control13 Aug 2026