According to police, the men had just left the high-end nightclub Byblos when they were approached by two other men at about 12:55 a.m. One of the suspects was armed.
The suspects made off with watches, rings and necklaces valued at about $300,000.
Both suspects ran from the scene, police said. No one was injured.
Anyone with information about this incident is asked to call police.