This is repeated over and over again but that's only a very small fraction of the kind of power that a computer uses. By the time you're talking about reversible computing all the low hanging fruit has been plucked and there are much, much bigger sources of loss. The biggest one impacted by superconductivity if (and that's a really big if) it can be used for the interconnect layers ('metal') in a chip and for the circuit traces outside of the chip that you can cut the charge and discharge time for the gates of the transistors in the chip down to a minimum. This in turn changes the power consumption of the chip because the transistor is either 'on' or 'off' and spends much less time on the transition in between where it is more of a resistor than a switch.
So it isn't determined whether or not it will be changed but it could be.
Computation inherently creates heat, that's not something that superconductors will change.