Yang Li

Keep going~~~

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I am a doctoral student in Computer Science at the University of Manchester, with a particular emphasis on multi-agent learning and applications of AI. I am supervised by Dr. Wei Pan and co-supervised by Prof. Angelo Cangelosi. Before starting PhD journey, I obtained the Master degree in Information and Communication Engineering from the University of Chinese Academy of Sciences under Prof. Jun Wang and Prof. Yang Yang, and the Bachelor degree in Digital Media Technology from Dalian University of Technology.

My recent research focuses on multi-agent learning in open-ended worlds, aiming to improve the adaptability of multi-agent systems to varying tasks, emergent on-the-fly co-players, and other evolving environments. The ultimate aim of my research is to advance multi-agent interaction in real-world applications where unpredictability is the norm.

News

Jun 01, 2024 New first-author paper submitted to CoRL, titled “HOLA-Drone: Hypergraphic Open-ended Learning for Zero-Shot Multi-Drone Cooperative Pursuit”.
May 01, 2024 Two papers are accepted by ICML2024.
May 01, 2024 “Tackling Cooperative Incompatibility for Zero-Shot Human-AI Coordination” is accepted by Journal of AI Research with minor revision.
Dec 01, 2023 First-authored paper “Self-Supervised MAFENN for Classifying Low-labeled Distorted Images over Mobile Fading Channels” has been accepted by Transactions on Mobile Computing (CCF-A, IF=7.9). Thanks all co-authors “Yang Li, Fanglei Sun, Jingchen Hu, Chang Liu, Fan Wu, Kai Li, Ying Wen, Zheng Tian, Yaodong Yang, Jiangcheng Zhu, Zhifeng Chen, Jun Wang, Yang Yang”. Early Access

Selected Publications

  1. Under Review
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    HOLA-Drone: Hypergraphic Open-ended Learning for Zero-Shot Multi-Drone Cooperative Pursuit
    Yang Li, Dengyu Zhang, Junfan Chen, and 3 more authors
    2024
  2. Under Review
    Aligning Individual and Collective Objectives in Multi-Agent Cooperation
    Yang Li, Wenhao Zhang, Jianhong Wang, and 4 more authors
    arXiv preprint arXiv:2402.12416, 2024
  3. ICML
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    Cooperative Open-ended Learning Framework for Zero-shot Coordination
    Yang Li, Shao Zhang, Jichen Sun, and 4 more authors
    In Proceedings of the 40th International Conference on Machine Learning, PMLR 202:20470-20484, 2023. , 2023
  4. JAIR
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    Tackling Cooperative Incompatibility for Zero-Shot Human-AI Coordination
    Yang Li, Shao Zhang, Jichen Sun, and 5 more authors
    arXiv preprint arXiv:2306.03034, 2023
  5. TMLR
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    JiangJun: Mastering Xiangqi by Tackling Non-Transitivity in Two-Player Zero-Sum Games
    Yang Li, Kun Xiong, Yingping Zhang, and 6 more authors
    Transactions on Machine Learning Research, 2023
  6. IEEE TMC
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    Self-Supervised MAFENN for Classifying Low-labeled Distorted Images over Mobile Fading Channels
    Yang Li, Fanglei Sun, Jingchen Hu, and 8 more authors
    IEEE Transactions on Mobile Computing, 2023
  7. ACL
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    Cross-Utterance Conditioned VAE for Non-Autoregressive Text-to-Speech
    Yang Li, Cheng Yu, Guangzhi Sun, and 6 more authors
    In Proceedings of the 60th Annual Meeting of the Association for Computational Linguistics (Volume 1: Long Papers) , 2022

Selected Co-authored Publications

  1. ICML
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    Open Ad Hoc Teamwork with Cooperative Game Theory
    Jianhong Wang, Yang Li, Yuan Zhang, and 2 more authors
    arXiv preprint arXiv:2402.15259, 2024
  2. ICML
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    Adaptive Advantage-Guided Policy Regularization for Offline Reinforcement Learning
    Tenglong Liu, Yang Li, Yixing Lan, and 3 more authors
    arXiv preprint arXiv:2405.19909, 2024
  3. ICLR
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    Ligs: Learnable intrinsic-reward generation selection for multi-agent learning
    David Henry Mguni, Taher Jafferjee, Jianhong Wang, and 7 more authors
    arXiv preprint arXiv:2112.02618, 2021
  4. Under Review
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    Controlling Large Language Model-based Agents for Large-Scale Decision-Making: An Actor-Critic Approach
    Bin Zhang, Hangyu Mao, Jingqing Ruan, and 8 more authors
    arXiv preprint arXiv:2311.13884, 2023
  5. IEEE TWC
    Multi-Agent Feedback Enabled Neural Networks for Intelligent Communications
    Fanglei Sun, Yang Li, Ying Wen, and 4 more authors
    IEEE Transactions on Wireless Communications, 2022