Disentangled Planning and Control in Vision Based Robotics via Reward Machines

Alberto Camacho, Jacob Varley, Deepali Jain +2

In this work we augment a Deep Q-Learning agent with a Reward Machine (DQRM) to increase speed of learning vision-based policies for robot tasks, and overcome some of the limitatio…