Pareto Q-Learning with Reward Machines

Arnaud Lequen, Clément Legrand-Lixon, Léo Saulières

We present Pareto Q-Learning with Reward Machines (PQLRM), a multi-objective reinforcement learning algorithm for tasks whose reward structure is specified by a set of reward machi…