Minecraft, Batman, Uncharted 3, Skyward Sword, Portal 2 and LA Noire also shortlisted.
Batman: Arkham World doesn't appear to be the next title in development at Rocksteady, with Warner stating that reference to the possible game at the VGAs was made in jest only.
The CGI acceptance speech for Best Character at last weekend's VGAs has got the rumour mill turning - is Rocksteady working on Batman: Arkham World?
Warner Bros. Interactive Entertainment and DC Entertainment have confirmed the release of the Arkham City Skins Pack, available now on Xbox LIVE Marketplace, Games for Windows and PSN.
This week the team plays Mario Kart 7, Batman, Skyrim, and Sonic Generations.