Towards Robust Offline-to-Online Reinforcement Learning via Uncertainty and Smoothness

Xiaoyu Wen, Xudong Yu, Rui Yang +3

To obtain a near-optimal policy with fewer interactions in Reinforcement Learning (RL), a promising approach involves the combination of offline RL, which enhances sample efficienc…