I've only read the abstract. Does the paper address the possibility that people with more willpower might believe it's unlimited? Or that having more willpower in total allows some of tbat willpower to be allocated to the meta-allocation of willpower?

What is the direction of causation?

Now that you mention it, I should have left out "fixed" in "fixed budget" (Also goes contrary to the second book I listed, ironically