The song Mark is making fun of when he says "Jeremy!" is Jeremy by Pearl Jam.
The title of the film, "As You Are", is likely a nod to Nirvana's song "Come as You Are". The lead singer of Nirvana, Kurt Cobain, is mentioned and his death plays an emotional part in the movie.