Review for NeurIPS paper: Optimal Query Complexity of Secure Stochastic Convex Optimization

Neural Information Processing Systems 

In terms of the presentation, the paper constantly switches in terminology, both referring to "secure" and "private." Given that by now differential privacy has been established as a notion of formal privacy, I believe it is better to refer to this problem to "secure" optimization. For example, in page 2, line 49, classic bounds are referred as "non-private." I think it would be better to exclusively refer to "secure" in this definitions. However, they are clearly vacuous for the classical "non-secure" case.