Generalization of Reinforcement Learning with Policy-Aware Adversarial Data Augmentation

Hanping Zhang, Yuhong Guo

The generalization gap in reinforcement learning (RL) has been a significant obstacle that prevents the RL agent from learning general skills and adapting to varying environments.…