Xianhui Liu

Expert Behavior Prior Reinforcement Learning

Gong Gao, Weidong Zhao, Xianhui Liu, Ning Jia

Behavior prior reinforcement learning (BPRL) has emerged as a promising paradigm to improve sample efficiency in online reinforcement learning (RL) by leveraging policy priors derived from offline demonstrations. However, most existing BPRL methods rely on static offline datasets…Read more

Deep Reinforcement Learning-Based AI Task Offloading in Resource-Constrained IIoT Computing Environments

Deshui Yu, Xianhui Liu, Jia Ning, Shengyi Wang, Chenglin Zhu, Weidong Zhao