Policy Networks: A Framework for Scalable Integration of Multiple Decision-Making Models

Policy networks are graphical models that integrate decision-making models. They allow for multiple Markov decision processes (MDPs) that describe distinct focused aspects of a domain to work in harmony to solve a large-scale problem. This paper defines policy networks and shows how they are able to naturally generalize many previous models, such as options and constrained MDPs.