Non-album tracks usually from the same album sessions released on discs, or in this age, digital singles. Back in the day they were the second side of a record, with the primary single release called an A-Side.
hm. well, i think Paramore had B-Sides on their singles. I think it might be more popular nowdays in Britain for B-Sides, where in America I feel it is more a dying breed.