Publications / Preprints


PerfectDou: Dominating DouDizhu with Perfect Information Distillation
Yang Guan*, Minghuan Liu*, Weijun Hong, Weinan Zhang, Fei Fang, Guangjun Zeng, Yue Lin
* Equal Contribution.
The 36th Conference on Neural Information Processing Systems, 2022. NeurIPS 2022 [paper] [code-to-be-public]


Reinforcement Learning with Automated Auxiliary Loss Search
Tairan He, Yuge Zhang, Kan Ren, Minghuan Liu, Che Wang, Weinan Zhang, Dongsheng Li, Yuqing Yang.
The 36th Conference on Neural Information Processing Systems, 2022. NeurIPS 2022 [paper-to-be-public]


Plan Your Target and Learn Your Skills: Transferable State-Only Imitation Learning via Decoupled Policy Optimization
Minghuan Liu, Zhengbang Zhu, Yuzheng Zhuang, Weinan Zhang, Jianye Hao, Yong Yu, Jun Wang
Thirty-ninth International Conference on Machine Learning. ICML 2022 [paper] [code]


Towards Applicable Reinforcement Learning: Improving the Generalization and Sample Efficiency with Policy Ensemble
Zhengyu Yang, Kan Ren, Xufang Luo, Minghuan Liu, Weiqing Liu, Jiang Bian, Weinan Zhang, Dongsheng Li
The 31st International Joint Conference on Artificial Intelligence. IJCAI 2022 [paper] [code]


Goal-Conditioned Reinforcement Learning: Problems and Solutions
Minghuan Liu*, Menghui Zhu*, Weinan Zhang
* Equal Contribution.
The 31st International Joint Conference on Artificial Intelligence. IJCAI 2022 (Survey track) [paper]


Curriculum Offline Imitation Learning
Minghuan Liu*, Hanye Zhao*, Zhengyu Yang, Jian Shen, Weinan Zhang, Li Zhao, Tie-Yan Liu
* Equal Contribution.
The 35th Conference on Neural Information Processing Systems, 2021. NeurIPS 2021 [paper] [code]


Learning to Build High-fidelity and Robust Environment Models
Weinan Zhang, Zhengyu Yang, Jian Shen, Minghuan Liu, Yimin Huang, Xing Zhang, Ruiming Tang, Zhenguo Li
The 20th European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases (ECML-PKDD), 2021. ECML-PKDD 2021 [paper] [code]


MapGo: Model-Assisted Policy Optimization for Goal-Oriented Tasks
Menghui Zhu*, Minghuan Liu*, Jian Shen, Zhicheng Zhang, Sheng Chen, Weinan Zhang, Deheng Ye, Yong Yu, Qiang Fu, Wei Yang
* Equal Contribution.
The 30th International Joint Conference on Artificial Intelligence (IJCAI), 2021. IJCAI 2021 [paper][code]


Energy-Based Imitation Learning
Minghuan Liu, Tairan He, Minkai Xu, Weinan Zhang.
The 20th International Conference on Autonomous Agents and Multiagent Systems (AAMAS), 2021. AAMAS 2021. (Oral). [paper][code]


Multi-Agent Interactions Modeling with Correlated Policies
Minghuan Liu, Ming Zhou, Weinan Zhang, Yuzheng Zhuang, Jun Wang, Wulong Liu, Yong Yu.
The 8th International Conference on Learning Representations. ICLR 2020. [paper][code]