Guiding Task Learning by Hierarchical RL with an Experience Replay Mechanism Through Reward Machines. - Jinmiao Cong; Yang Liu; Chuanjuan Liu (PRICAI (1), 2022)

Guiding Multi-agent Multi-task Reinforcement Learning by a Hierarchical Framework with Logical Reward Shaping. - Chanjuan Liu; Jinmiao Cong; Bingcai Chen; Yaochu Jin; Enqiang Zhu (CoRR, 2024)

Playing Extensive Games with Learning of Opponent's Cognition. - Chanjuan Liu; Jinmiao Cong; Weihong Yao; Enqiang Zhu (Sensors, 2024)

Boosting Reinforcement Learning via Hierarchical Game Playing With State Relay. - Chanjuan Liu; Jinmiao Cong; Guangyuan Liu; Guifei Jiang; Xirong Xu; Enqiang Zhu (IEEE Trans. Neural Networks Learn. Syst., 2025)