* The title is a reference to the song "I will Survive".
* Stan's struggling to remember a third thing Hayley is suitable for is a reference to Texas Governor Rick Perry's gaffe during the 2012 Republican primary debates to remember a third government department he would eliminate.https://www.youtube.com/watch?v=T0hC1a4-AGM
* Stan's release of a white dove as he moonwalks out of the bedroom to "Billie Jean" is a reference to a woman who released a white dove each time Michael Jackson was pronounced "not guilty" following his trial for child molestation.http://www.democraticunderground.com/discuss/duboard.php?az=view_all&address=105x3448550
* Stan pronounces Hayley "too legit to quit" and dances out of Roger's Place, referencing the MC Hammer song of the same name.
* The stoner video clerk confuses Klaus for Nemo from Finding Nemo.