JGWeissman comments on Utility is unintuitive - Less Wrong Discussion
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If you were really adding a constant to the utility function, you would also add a million to the utility of not taking the bet.
Let U be your original utility function and V be U + 1,000,000, differring by an additive constant.
Then
So, using U, you would refuse the bet.
And
So, using V, you would also refuse to take the bet.
As expected, adding a constant to the utility function did not change the decision.