Yes, that signal processing is massively more expensive. A 10Gbase-T PHY is a sophisticated DSP. Not sure if the power needs are exponential, given we only have a few data points, but it's in the ballpark.

(1000base-T PHYs are already DSPs, but nowhere near as sophisticated)