Is the following form supported in CVX?

Like this:
cvx_begin
…
cvx_begin
…
cvx_end
…
cvx_end

The optimum of the inner cvx is variable of the outer cvx.

You can do this http://web.cvxr.com/cvx/doc/advanced.html#new-functions-via-partially-specified-problems