Inverse stochastic control via generalized Schrödinger problems
We propose a variational formulation of an inverse problem in continuous-time stochastic control, aimed at identifying control costs consistent with a given distribution over trajectories. The formulation is based on minimizing the suboptimality gap of observed behavior. We establish a connection between the inverse problem and a generalized dynamic Schrödinger problem, showing that their optimal values coincide. This result links inverse stochastic control with stochastic optimal transport, offering a new conceptual viewpoint on inverse inference in controlled diffusions.
Authors
- Yumiharu Nakano (ORCID: https://orcid.org/0000-0002-5723-4444)
Publication Details
- Journal
- Systems & Control Letters
- Published
- 2026-10-14
- DOI
- https://doi.org/10.1016/j.sysconle.2026.106614
- Primary Topic
- Stochastic processes and financial applications
- Type
- article
- Field-Weighted Citation Impact
- 0.00
Funders
- Japan Society for the Promotion of Science