Bruno Mars and Jessica Caban first met at a New York ... they also refrain from posting each other on social media. However, Caban did share a rare look into the pair's private life in October ...

Bruno Mars is certainly a romantic man ... The album, which includes hits like "Just the Way You Are," "Grenade" and "Marry You" earned him several Grammys, and through it all he's been dating ...