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…
eess.SY2023
Data-Driven Safe Controller Synthesis for Deterministic Systems: A Posteriori Method With Validation Tests
Yu Chen, Chao Shang, Xiaolin Huang +1
In this work, we investigate the data-driven safe control synthesis problem for unknown dynamic systems. We first formulate the safety synthesis problem as a robust convex program…