Before revision:  We prove that ReLU nets with width 2d+2 can approximate any continuous scalar function on the d-dimensional cube [0,1]^d arbitrarily well.
After revision:  We prove that ReLU nets with width 2d+2 can approximate any continuous function on the d-dimensional cube [0,1]^d arbitrarily well.