In 2002–03, Vassileva trained under Rafael Arutyunyan in Los Angeles, as well as in Sofia. She was unable to reach the free skate at an ISU Championship, being eliminated after the short program at the 2003 European Championships in Malmö, Sweden, and after the qualifying round at the 2003 World Championships in Washington, D.C.