Offline Data Enhanced On-Policy Policy Gradient with Provable Guarantees

Yifei Zhou, Ayush Sekhari, Yuda Song +1

Hybrid RL is the setting where an RL agent has access to both offline data and online data by interacting with the real-world environment. In this work, we propose a new hybrid RL…