That's simply false. What is true is that per-band allocations tend to be larger at higher passband frequencies, but the width of the baseband in absolute terms

That's simply false. What is true is that per-band allocations tend to be larger at higher passband frequencies, but the width of the baseband in absolute terms is what determines information capacity. See: The Shannon limit