Semi-Infinitely Constrained Markov Decision Processes and Efficient Reinforcement Learning

Liangyu Zhang, Yang Peng, Wenhao Yang +1

We propose a novel generalization of constrained Markov decision processes (CMDPs) that we call the \emph{semi-infinitely constrained Markov decision process} (SICMDP). Particularl…