Partially Equivariant Reinforcement Learning in Symmetry-Breaking Environments

Junwoo Chang, Minwoo Park, Joohwan Seo +3

Group symmetries provide a powerful inductive bias for reinforcement learning (RL), enabling efficient generalization across symmetric states and actions via group-invariant Markov…