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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
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…