DEEP-C with Rounds: Theoretical analysis of regret for arm elimination algorithms typically involves tracking the number of times each sub-optimal arm is pulled before being eliminated.
this is challenging in our setting, since the set of arms which get "pulled" at an offered price depends on the covariate vector at that time.