Fabolous continues to promote last summer’s Loso’s Way. He appeared on Wednesday’s “Lopez Tonight” to perform “Throw It in the Bag” with Song of the Year Grammy winner The-Dream, who’s expecting a baby girl with Christina Milian this month.