About me

Tuchel and Me!

Tuchel and Me!

Recent News

  • Jan. 21, 2024. Two papers accepted by ICLR 2024.
  • Jan. 21, 2023. One paper accepted by ICLR 2023.
  • Sept. 15, 2022. Two papers accepted by NeurIPS 2022.
  • May. 23, 2022. Won the TOP1 of Ubiquant Retro Snake Challenge. [News]
  • May. 15, 2022. One paper accepted by ICML 2022.
  • Apr. 21, 2022. Two papers accepted by IJCAI 2022.

Selected Publications (Full List)

Vision-Language Foundation Models as Effective Robot Imitators
Xinghang Li* Minghuan Liu*, Hanbo Zhang, Cunjun Yu, Jie Xu, Hongtao Wu, Chilam Cheang, Ya Jing, Weinan Zhang, Huaping Liu, Hang Li, Tao Kong.
The 12th International Conference on Learning Representations. ICLR 2024. (Spotlight). [paper] [code] [project]

Visual Imitation with Patch Rewards
Minghuan Liu, Tairan He, Weinan Zhang, Shuicheng YAN, Zhongwen Xu.
The 11th International Conference on Learning Representations. ICLR 2023. [paper] [code] [project]

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

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] [project]

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

Competitions

  • TOP1, Ubiquant Retro Snake Challenge. [News] May. 23, 2022.
  • TOP5, Liver Cancer Imaging AI Diagnosis. [Link][News] Apr. 4, 2019.
  • TOP10, SCADA Data Missing Repair Competition. [Link][News] Mar. 23, 2019.
  • TOP3, Weather Forecast Competition of AI Challenger 2018. [Link][News] Nov. 19, 2018.

Honors and Awards

Services

  • Conference Reviewer: NeurIPS’21’22’23, ICML’21’22’23, ICLR’23’24, CVPR’24

Misc

  • I love playing / watching football (soccer), Forward, A fan of Shandong Luneng Taishan, A beginner of football analystics with AI.
    • Click [demo-1] and [demo-2] to see some interesting gadgets I’ve made for football analysis during the Sports Analytics Challenge sponsored by PSG.
    • Have kept a document called Football-Analytics-101 on football analytics motivated by NBAStuffer-Analytics-101, in order to provide ordered, collected and detailed, information about football (soccer) analytics for research works and interesting stuff.
  • I also play tennis (NTRP 3.0-3.5) in my spare time.