A Generalized Algorithm for Multi-Objective Reinforcement Learning and Policy Adaptation

Runzhe Yang, Xingyuan Sun, Karthik Narasimhan

We introduce a new algorithm for multi-objective reinforcement learning (MORL) with linear preferences, with the goal of enabling few-shot adaptation to new tasks. In MORL, the aim…