Plan Online, Learn Offline: Efficient Learning and Exploration via Model-Based Control

Kendall Lowrey, Aravind Rajeswaran, Sham Kakade +2

We propose a plan online and learn offline (POLO) framework for the setting where an agent, with an internal model, needs to continually act and learn in the world. Our work builds…