I noticed that the transition rates between the compartments is not represented as differential equations but by distributions.

Why is this?

How does it compare to transition rates being rerpresented as differential equations?

Is there a sample implementation of that case?

Further I am trying to model the effect of external interventions on the transmission rate. Any tips/resources on the same?