Reviews: A New Perspective on Pool-Based Active Classification and False-Discovery Control

Originality: The problem considered in this paper has not been extensively studied yet. The proposed solution is based on a nice combination of techniques from active learning and combinatorial bandits. Quality: I didn't check proofs in appendix, but results look reasonable to me. Clarity: This paper is well-organized. However, its technical part is a little bit dense and more explanation might be helpful.