2 papers
math.OC2026
Robust Out-of-Distribution Stochastic Optimization
Xianyu Li, Huan Xu, Xiaolin Huang +1
Data-driven decision-making under uncertainty typically presumes the collection of historical data from an unknown target probability distribution. However, one may have no access…
math.OC2026
Sinkhorn Distributionally Robust State Estimation via System Level Synthesis
Yulin Feng, Xianyu Li, Steven X. Ding +2
In state estimation tasks, the usual assumption of exactly known disturbance distribution is often unrealistic and renders the estimator fragile in practice. The recently emerging…