With a standard normal random variable,
For , in the usual sense that and its continuous derivative are bounded, the mean value theorem bounds the difference quotient by . Dominated convergence theorem therefore allows differentiation inside the integral:
This also follows pathwise from . If the textual description were read as assuming only bounded differentiability, some control of is needed for the displayed right side; the stated hypothesis supplies it. Gaussian smoothing itself still differentiates a bounded measurable , using the derivative of the Normal distribution instead.

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