After the third arrival, the future interarrival times are independent of the first three interarrival times and again generate a rate- Poisson process. Conditional on , exactly three arrivals have occurred by time , and the number of further arrivals before two is Poisson with mean . Consequently, in the regular conditional-distribution sense at ,
Explicitly its conditional mass is zero for and is
This conditions on the third arrival time itself, rather than merely on the event that the third arrival has happened by time one.

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