Statistical Guarantees for Lifelong Reinforcement Learning using PAC-Bayes Theory

Zhi Zhang, Chris Chow, Yasi Zhang +7

Lifelong reinforcement learning (RL) has been developed as a paradigm for extending single-task RL to more realistic, dynamic settings. In lifelong RL, the "life" of an RL agent is…