Much like North Korean border guards, Iranian militia have a habit of crossing the border. A few years ago they even captured an Iraqi oil facility close to the border and were subsequently expelled by the Iraqi military. BBC News - Iran troops 'seize Iraq oil well'
At any rate, entering Iran from the Turkish side is much easier and far less risky than the Iraq/Iran border area. The CIA is certainly aware of this.