Criminals can't simply while in prison. Upon release they are free to do what they will.
Now if you were required to sign a contract and give up your reproductive rights, say in the case of welfare. I would have no problem as long as it is voluntary and not forced.
Giving the government the power to arbitrarily tell people who can and cannot breed would rank us right up there with China.