The 'Blurred Lines' hitmaker has publicly apologised to Patton following their separation in February and the album's name is another such attempt, reported Rap-Up.
Thicke and Patton announced their separation in February after nearly nine years of marriage.
They have a son, Julian Fuego, who was born in April 2010. Thicke met Patton when he was just 14.