I memorize a lot of "fun facts" really off the wall kind of stuff. When someone starts to argue with me I tell them the weirdest one I can think of and usually it changes the subject or shuts them up long enough for me to walk away
Laugh generally. It takes 2 people to argue so if I don't engage with them they can't do much