Junming Yang

Making Offline RL Online: Collaborative World Models for Offline Visual Reinforcement Learning

2023 · arXiv (Cornell University)

Training offline RL models using visual inputs poses two significant challenges, i.e., the overfitting problem in representation learning and the overestimation bias for expected future rewards. Recent work has attempted to alleviate the overestimation bias …