Police responded to a call about an intrusion at 4 p.m. on Friday at the 21-year-old singer's house in Studio City, Calif. Cyrus is still in Europe on her Bangerz tour and wasn't home at the time.
The Los Angeles Police Department said in a statement that a male and female suspect "scaled a fence to gain access to the property." They managed to steal jewelry and a 2014 white, 4-door Maserati.
Thieves also targeted the singer's home last November, taking $100,000 worth of jewelry and designer goods.
2014: The Year in Music [PHOTOS]