Reflex: Reinforcement Learning with Reflection Symmetry Exploitation in State-Based Continuous Control

Shuai Zhen, Yifan Zhang, Yuling Wang +1

Reinforcement learning has long struggled with poor sample efficiency. One promising approach to mitigate this problem is leveraging group-invariant Markov Decision Processes ($G$-…