It looks like the only thing causing the successive approximation method to be invoked is exp of a CVX expression. So instead of using exp, use the exponential cone construct {x, y, z } == exponential(1) or use rel_entr, as described in mcg’s first answer at Solve optimization problems of exp function .
I don;t guarantee I didn’t miss something in your code.