An Unexpected Expectation
Gordon D. Simons · The Annals of Probability · 1977
It is shown that, while the value of the expectation $E(X + Y)$ always depends on the random variables $X$ and $Y$ only through their marginal distributions, the same kind of statement cannot be made for $E(X + Y + Z)$.