Improving Generalization in Reinforcement Learning with Mixture Regularization

Kaixin Wang, Bingyi Kang, Jie Shao +1

Deep reinforcement learning (RL) agents trained in a limited set of environments tend to suffer overfitting and fail to generalize to unseen testing environments. To improve their…