I don't think you need to change anything - assuming the stepper driver can work with a 12v supply - some of them have a minimum of 18v.
The nominal voltage of the motor (2.8v) is essentially irrelevant. Stepper motors work better with high voltages. Just set the current limit on your stepper driver to 2A or a bit less to protect the motor.