Policy Finetuning in Reinforcement Learning via Design of Experiments using Offline Data

Ruiqi Zhang, Andrea Zanette

In some applications of reinforcement learning, a dataset of pre-collected experience is already available but it is also possible to acquire some additional online data to help im…