Invariant Policy Optimization: Towards Stronger Generalization in Reinforcement Learning

Anoopkumar Sonar, Vincent Pacelli, Anirudha Majumdar

A fundamental challenge in reinforcement learning is to learn policies that generalize beyond the operating domains experienced during training. In this paper, we approach this cha…