2 citations · 2 across the 3 of their papers we have counts for
3 papers
stat.ML2026
Set Membership Estimation for Stochastic Linear Contextual Bandits
Haonan Xu, Yingying Li
Contextual bandit learning has attracted increasing attention in engineering applications due to its ability to incorporate side/context information in time-varying environments. A…
math.OC2024
On the Sample Complexity of Set Membership Estimation for Linear Systems with Disturbances Bounded by Convex Sets
Haonan Xu, Yingying Li
This paper revisits the set membership identification for linear control systems and establishes its convergence rates under relaxed assumptions on (i) the persistent excitation re…
math.OC2023★ 2 cited
Learning the Uncertainty Sets for Control Dynamics via Set Membership: A Non-Asymptotic Analysis
Yingying Li, Jing Yu, Lauren Conger +2
This paper studies uncertainty set estimation for unknown linear systems. Uncertainty sets are crucial for the quality of robust control since they directly influence the conservat…