Efficiently Training Deep-Learning Parametric Policies using Lagrangian Duality

Andrew Rosemberg, Alexandre Street, Davi M. Valladão +1

Constrained Markov Decision Processes (CMDPs) are critical in many high-stakes applications, where decisions must optimize cumulative rewards while strictly adhering to complex non…