Controlling Seedlings Under Pin Oak?

I have a large pin oak tree in the back yard that is making small leaf like weeds pop up all around underneath it. I need to know how to kill this and prevent my grass from growing more of these!

Hardiness Zone: 8a

By laura from Charlotte, NC