Not in front of MY house they won't.Heck they'll do it in your front yard here. Along with your cat converter.
Gotta drop the tank to put in a valve. That's not so easy on most vehicles. Crooks won't look for it anyway and they won't know your tank is empty. So, buy a bunch of valves if you're in a problematic area.