2 papers
stat.ML2026
Stochastic Linear Contextual Bandits with Bounded Noise: A Set-Membership Approach
Haonan Xu, Yingying Li
This paper considers stochastic linear contextual bandits (SLCB) with bounded reward noise. Existing works typically assume sub-Gaussian reward noise and bounded expected rewards,…
math.OC2025
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…