Doesn't matter what conductor you use to move heat, the same amount of energy will have to be dispersed. And watercooling just implies more intermediate steps between the heatshield of the die and air. So I don't believe the heat signatures can really be helped.
Also, likely they had infrastructure available, from the nuclear power they use.