Can we learn privately and efficiently through sequential interactions? A private learning model is formulated to study an intrinsic tradeoff between privacy query complexity in learning. The formulation involves a learner who aims scalar value by sequentially querying external database receiving binary responses. In the meantime, adversary observes learner’s queries, although not responses, tr...