Regularized Reward-Punishment Reinforcement Learning

Jiexin Wang, Eiji Uchibe

We propose KL-Coupled Policy Regularization (KCPR), a policy coordination framework for Reward-Punishment Reinforcement Learning (RPRL). Based on KCPR, we derive KL-Coupled Soft Op…