most citedDifferentiable Distributionally Robust Optimization Layers

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math.OC2025

Data-Driven Distributionally Robust Mixed-Integer Control through Lifted Control Policy

Xutao Ma, Chao Ning, Wenli Du +1

This paper investigates the finite-horizon distributionally robust mixed-integer control (DRMIC) of uncertain linear systems. However, deriving an optimal causal feedback control p…

math.OC2024★ 1 cited

Differentiable Distributionally Robust Optimization Layers

Xutao Ma, Chao Ning, Wenli Du

In recent years, there has been a growing research interest in decision-focused learning, which embeds optimization problems as a layer in learning pipelines and demonstrates a sup…