I'm not sure I hear anything that is specifically "folk" even in Dirty Old Town. It doesn't seem to draw on traditional structures or employ many of the melodic or lyrical devices that I'd identify with traditional music.

The tune is very similar to "I was born under a wandering star" as sung by Lee Marvin. They both come out of the cowboy song genre.