Convergence of Natural Policy Gradient for a Family of Infinite-State Queueing MDPs

Isaac Grosof, Siva Theja Maguluri, R. Srikant

A wide variety of queueing systems can be naturally modeled as infinite-state Markov Decision Processes (MDPs). In the reinforcement learning (RL) context, a variety of algorithms…