Proves graphical convergence of empirical subdifferentials for sampled OT objectives to the population subdifferential, ensuring subgradient methods approach stationary points of the true problem.
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2 Pith papers cite this work. Polarity classification is still indexing.
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math.OC 2years
2026 2verdicts
UNVERDICTED 2representative citing papers
Risk-averse ensemble control for control-affine systems is equipped with weak-to-strong continuity, Fréchet differentiability of the control-to-state map, and first-order optimality conditions via an adjoint of bounded variation.
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Convergence of empirical subgradients for optimal transport-based objectives
Proves graphical convergence of empirical subdifferentials for sampled OT objectives to the population subdifferential, ensuring subgradient methods approach stationary points of the true problem.
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Risk-Averse Ensemble Control for Control-Affine Systems
Risk-averse ensemble control for control-affine systems is equipped with weak-to-strong continuity, Fréchet differentiability of the control-to-state map, and first-order optimality conditions via an adjoint of bounded variation.