"Is It Luck?" (Seas of Cheese)
Kidding.
Lots of flea's stuff would be good to start on - and look at some of 311's stuff. Also, instead of having others throw song names at you, listen to some albums till you hear something tasty that you think would be cool to know, and woodshed till you get it. I do think getting some basic instruction on technique when you start is best in the long run. It pays to have the rudiments correct.