The classical constrained Markov decision process formulation maximizes cumulative reward subject to expected cumulative costs remaining below a threshold.

“Especially since there are many different formulations. The classical one is one of the constrained market decision process.”

“So effectively what you have is exactly the same setup, you maximize the cumulative rewards.”

“But then you have constraints which just say the expected cumulative costs should be below a threshold.”