Global Convergence of Average Reward Constrained MDPs with Neural Critic and General Policy Parameterization

Anirudh Satheesh, Pankaj Kumar Barman, Washim Uddin Mondal +1

We study infinite-horizon Constrained Markov Decision Processes (CMDPs) with general policy parameterizations and multi-layer neural network critics. Existing theoretical analyses…