The 2015 winner previously hit the Top 5 with Tears after teaming up with the group last year.
Now Louisa's set to include another song with Clean Bandit on her debut album and has also teased other collaborations on her debut record.
Louisa said: “I’ve got a few collaborations coming up, I can’t tell you about all of them but they’re on the album.
"I have got another song with Clean Bandit. I am a huge fan of their music so I am really excited about it.”
Speaking to The Sun newspaper, Louisa added: "If I could work with anyone it would be Eminem. I always loved rapping growing up.”
Louisa's debut album has still yet to get a release date despite the teenager winning the show well over a year ago now.
"I want to have a few singles out before I release my album," Louisa said previously. "It is nearly done but I don't want to put a date just yet but it will definitely be out 2017."
In an interview with OK! magazine last year about her upcoming and as yet untitled record, Louisa said: "I didn't want to just bring it out and give it to everyone.
"I wanted to release it in stages, singles, then build it up into an album.
"A good selling album would be great but I don't want to think to far ahead with that because my priority is making it perfect and relevant to people my age."
Before any album however will be Louisa's new singe Best Behaviour which is released on Friday, March 10.