Pareto Policy Adaptation

Panagiotis Kyriakis, Jyotirmoy Deshmukh, Paul Bogdan

Abstract: We present a policy gradient method for Multi-Objective Reinforcement Learning under unknown, linear preferences. By enforcing Pareto stationarity, a first-order condition for Pareto optimality, we...