That's my fault, I looked at the how to play screen when I first started the game and didn't even notice the restart command at the bottom. I was referring to the menu when pausing the game in round.
Gotcha. I want to keep it on the controller for ease of access when going for leaderboards. What Im taking from this is it should probably be shown in game that you can do this. (Subtely)