The former couple share a daughter, Annabella, born in 2006.
Season three chronicles her struggles to be taken seriously as an artist.
The show has struggled with ratings overall compared to its predecessors, which has been attributed to its confusing scheduling changes, having had several different time slots in season two, before settling on Monday nights after.