Some of the inmates are from Corto Maltese. This is a fictitious country in DC Comics.
The "Kane County" jail in which Dick is incarcerated is a possible homage to Bob Kane, the co-creator of Batman and Robin.
It is the first time Niles Caulder, the slippery mentor of the Doom Patrol, is mentioned by another character than Gar.