Shunyu Liu / 刘顺宇

Ph.D. Student | Visual Intelligence and Pattern Analysis Lab | Zhejiang University


News


Biography

I am currently pursuing the Ph.D. degree in the Visual Intelligence and Pattern Analysis (VIPA) Lab, College of Computer Science and Technology @ Zhejiang University, advised by Prof. Mingli Song and Prof. Chun Chen. I received the B.Eng. degree from the School of Data and Computer Science, Sun Yat-sen University, in 2019. Please feel free to contact me if you are interested in my research :)

My current research interests include

  • reinforcement learning
  • multi-agent learning
  • power system dispatch and control


Selected Publications

$^\dagger$ Equal contribution.

  • Transmission Interface Power Flow Adjustment: A Deep Reinforcement Learning Approach based on Multi-task Attribution Map [Paper] [Code]
    Shunyu Liu$^\dagger$, Wei Luo$^\dagger$, Yanzhen Zhou, Kaixuan Chen, Quan Zhang, Huating Xu, Qinglai Guo, Mingli Song.
    IEEE Transactions on Power Systems, 2023.

  • Ask-AC: An Initiative Advisor-in-the-Loop Actor-Critic Framework [Paper] [Code]
    Shunyu Liu, Kaixuan Chen, Yu, Na, Jie Song, Zunlei Feng, Mingli Song.
    IEEE Transactions on Systems, Man and Cybernetics: Systems, 2023.

  • Contrastive Identity-Aware Learning for Multi-Agent Value Decomposition [Paper] [Code]
    Shunyu Liu$^\dagger$, Yihe Zhou$^\dagger$, Jie Song, Tongya Zheng, Kaixuan Chen, Tongtian Zhu, Zunlei Feng, Mingli Song.
    AAAI Conference on Artificial Intelligence (AAAI), 2023, Oral.

  • Interaction Pattern Disentangling for Multi-Agent Reinforcement Learning [Paper] [Code]
    Shunyu Liu, Jie Song, Yihe Zhou, Na Yu, Kaixuan Chen, Zunlei Feng, Mingli Song.
    arXiv preprint arXiv:2207.03902, 2022.


Awards & Honors

Scholarship

  • Outstanding Undergraduate Student Scholarship, Sun Yat-sen University, 2015-2018.
  • National Scholarship, Ministry of Education of the People’s Republic of China, 2018.
  • Outstanding Graduate Student Award, Zhejiang University, 2019-2023.
  • Outstanding Ph.D. Student Scholarship, Zhejiang University, 2021.
  • Chen Tianzhou Scholarship, Zhejiang University, 2023.

Competition

  • Meritorious Winner in “Mathematical Contest in Modeling”, COMAP, 2018.
  • Ranked 9th in “Advanced Power System AI Application Competition”, State Grid Corporation of China, 2022
  • Ranked 5th in “L2RPN Challenge - Energies of the Future and Carbon Neutrality”, WCCI, 2022.
  • Ranked 3rd in “Power System Dispatching AI Application Competition”, China Southern Power Grid, 2023.


Academic Services

Journal Reviewer

  • IEEE Transactions on Knowledge and Data Engineering
  • Information Sciences
  • Autonomous Agents and Multi-Agent Systems

Conference Reviewer

  • KDD 2024, ICLR 2023, ECAI 2023, ICONIP 2023