Author Response: Stochastic Bandits with Context Distributions

First, we would like to thank all reviewers for their valuable feedback. We address all concerns raised below. Thank you for pointing out the reference (Lamprier et al., 2018). The setting of Lamprier et al. (2018) uses a fixed context distribution Our setting specializes to the setting of Lamprier et al. (2018) if the context distribution is fixed and the On a technical level, Lamprier et al. (2018, Proposition 5) controls the deviation in the We will add discussion of this related work to the updated version of our paper. This leads to non-trivial regret for some algorithms.