CIReM, a project that... ... doesn’t quite know how it got its name. Entered as a slightly experimental setup, CIReM aims to see if a group of highly motivated students can make it into the research domain without a specific mentor guidance that's usually present. The team of 4 aims to analyse and find commonality among the 4 methods used to regularise Representation Models (Autoencoders), and to help speed up training of World Models effectively.