Before revision:  In this work we propose to solve these problems using inexact derivative-free optimization algorithms which never require to solve the lower-level problem exactly.
After revision:  In this work we propose to solve these problems using inexact derivative-free optimization algorithms which never require exact lower-level problem exactly.