- "Bat Damon" is a pun on Matt Damon.
- Peter mentioning needing to get home and overdose is a reference to Heath Ledger, who played the Joker in The Dark Knight, and died of an overdose.
- The image shown on the news of Peter in a bicycle basket wrapped in a blanket is a parody of E.T. the Extra-Terrestrial.
- Bat Damon behind the window at the end of the episode is a reference to a scene in the film Good Will Hunting in which Will gets Skylar's number in a bar.[1]
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