CVX doesn’t know anything about derivatives. You need to determine the explicit formula for it. It’s not the role of this forum to understand notation and implicit relationships, and decipher formulas in papers. That is your responsibility.
If the optimization problem is not convex, CVX is not a suitable tool for it.