Reinforcement Learning Using known Invariances
arXiv:2511.03473v2 Announce Type: replace
Abstract: In many real-world reinforcement learning (RL) problems, the environment exhibits inherent symmetries that can be exploited to improve learning efficiency. This paper develops a theoretical and algor…