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math.OC2025
Indirect methods in optimal control on Banach spaces
Roman Chertovskih, Nikolay Pogodaev, Maxim Staritsyn +1
This work focuses on indirect descent methods for optimal control problems governed by nonlinear ordinary differential equations in Banach spaces, viewed as abstract models of dist…
math.OC2025
From Few-Shot Optimal Control to Few-Shot Learning
Roman Chertovskih, Nikolay Pogodaev, Maxim Staritsyn +1
We present an approach to solving unconstrained nonlinear optimal control problems for a broad class of dynamical systems. This approach involves lifting the nonlinear problem to a…
math.OC2024
On Minimum-Dispersion Control of Nonlinear Diffusion Processes
Roman Chertovskih, Nikolay Pogodaev, Maxim Staritsyn +1
This work collects some methodological insights for numerical solution of a "minimum-dispersion" control problem for nonlinear stochastic differential equations, a particular relax…