We show that "hitting times" associated with stationary processes have an absolutely continuous distribution, except, possibly, for an atom at the origin. The density is then identified in several special cases.
"A Note on the Distribution of Hitting Times." Ann. Probab. 1 (5) 854 - 856, October, 1973. https://doi.org/10.1214/aop/1176996851