Before revision:  Indeed, we give a constructive proof that ReLU nets with width d+1 can approximate any continuous convex function of d  arbitrarily well.
After revision:  In particular, we prove that ReLU nets with width d+1 can approximate any continuous convex function of d arbitrarily well.