Chen-Ye Yang

Dueling Bandit: Adversarial Attack and Robust Defense

Dueling bandit algorithms excel in learning from pairwise comparisons, offering robust performance guarantees in benign environments. However, recent evidence suggests that even state-of-the-art methods can be highly susceptible to adversarial manipulation. In this work, we introduce and analyze a post-action attack mo...