I cannot delete my post above so I will post the answer here. Thank you very much to Adam Jenkins who provided it.
When you grade the students, you click the button that says "Grade Users" right? Students also see that button in the same place, but it says "View Grades" and lets them see the grades they have received and feedback if any is available.