Is there any change in the current or voltage coming from the other end of the dielectric after the dielectric breakdown occurs?

Yes. Once dielectric breakdown occurs the circuit is now completed through a conductive breakdown channel in the dielectric. The current injected in one end of the dielectric is matched by the current coming out of the other end.