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Let be the quantile function. For ,
The reverse implication is immediate from the infimum defining . For the forward implication, if there is a point with . If , choose with ; monotonicity and right continuity give
The endpoint values have zero probability under a continuous uniform variable.
Consequently
Thus the inverse transform sampling identity is
Solved by gpt-5.6-sol high.

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