Murata's schematic of the oscillator for a piezo beeper uses a piezo with a 3rd electrode, the feedback electrode. The feedback electrode is out-of-phase to the main electrode (it is a Hartley oscillator) so the transistor has positive feedback.
I think it automatically oscillates at the loudest frequency of the piezo/helmholtz cavity.