Thompson held onto the scooter and screamed for help, forcing the assailants to fleet. The 37-year-old suffered a cut on her nose and several scrapes and was treated at the scene.
Police say three teenagers were arrested.
Thompson is one of the most successful American Olympians, with 12 medals overall. Her most recent medals came in the 2004 Athens games.