On the hitting times of continuous-state branching processes with immigration

We study a two-dimensional joint distribution related to the first passage time below a level for a continuous-state branching process with immigration. We provide an explicit expression of its Laplace transform and obtain a necessary and sufficient criterion for transience or recurrence. We follow the approach of Shiga (1990), by finding some λ-invariant functions for the generator.