This attack is against the RFID immobilizer for the engine, which means an attacker would have to break into the car, break the steering wheel lock and break the physical ignition lock prior to starting the car.
The full paper here: https://www.usenix.org/sites/default/files/sec15_supplement.... has a lot better detail.