The paper, “Pick the largest number”Open Problems in Communication and Computation Springer-Verlag, 1987, p152, deals with a version of the two envelopes problem where, after seeing one number, a player has to choose whether a second number is larger or smaller. The paper says that the player can do this with greater than 50% probability if they "pick a random splitting number $T$ according to a density $f(t), f(t) > 0,$ for $t\in (-\infty, \infty)$".
The justification is that there are three outcomes:
- The number you choose is lower than both numbers, in which case the probability of being correct is 50%
- The number you choose is higher than both numbers, in which case the probability of being correct is 50%
- The number you choose is in-between the two numbers, in which case the probability of being correct is 100%
My confusion is that I can't find a proof of this specific version of the two envelopes problem (the vast majority of discussion is about the doubled amount version). Specifically, I'm wondering what the mathematical justification is for sampling from a distribution and what the meaningful difference is between a player choosing a specific number and using that every time, versus them sampling from some random distribution?