Bilbo Baggins is a character from the 'Battle of the Executives'. He is addressed at the beginning of the video among the other drones including Sergeant Truffletop.
"And of course, who could forget you? Ahahaha! Bilbo Baggins! Copyrighted character!"
Bilbo Baggins comes from The Hobbit.
For more info on Bilbo go here.