Research

For full paper list, please refer to Google Scholar Page.

Distributed Learning

Selected papers:
  1. Mercury: Fast and Optimal Device Placement for Large Deep Learning Models
    Hengwei Xu, Pengyuan Zhou*, Haiyong Xie, Yong Liao
    ACM ICPP 2023. Paper

  2. FedACK: Federated Adversarial Contrastive Knowledge Distillation for Cross-Lingual and Cross-Model Social Bot Detection
    Yingguang Yang, Renyu Yang, Yangyang Li, Hao Peng, Tong Li, Yong Liao and Pengyuan Zhou*
    ACM WWW 2023. Paper, Code

  3. Are you left out? an efficient and fair federated learning for personalized profiles on wearable devices of inferior networking conditions
    Pengyuan Zhou, Hengwei Xu, Lik Hang Lee, Pei Fang, Pan Hui
    ACM UBICOMP 2022. Paper, Code

  4. Hidenseek: Federated lottery ticket via server-side pruning and sign supermask
    Anish K Vallapuram, Pengyuan Zhou*, Young D Kwon, Lik Hang Lee, Hengwei Xu, Pan Hui
    arXiv preprint arXiv:2206.04385, 2022. Paper

  5. DRLE: Decentralized Reinforcement Learning at the Edge for Traffic Light Control in the IoV
    Pengyuan Zhou, Xianfu Chen, Zhi Liu, Tristan Braud, Pan Hui, Jussi Kangasharju
    IEEE Transactions on Intelligent Transportation Systems, 2021. Paper, Code

Distributed XR

Selected papers:
  1. FRAS: Federated Reinforcement Learning empowered Adaptive Point Cloud Video Streaming
    Yu Gao, Zhi Liu, Bo Han, Pan Hui, Pengyuan Zhou*
    arXiv preprint arXiv:2207.07394, 2023. Paper

  2. Augmented Informative Cooperative Perception
    Pengyuan Zhou*, Pranvera Kortoci, Yui-Pan Yau, Tristan Braud, Xiujun Wang, Benjamin Finley, Lik-Hang Lee, Sasu Tarkoma, Jussi Kangasharju, Pan Hui
    IEEE Transactions on Intelligent Transportation Systems, 2022. Paper

  3. Edgexar: A 6-dof camera multi-target interaction framework for mar with user-friendly latency compensation
    Wenxiao Zhang, Sikun Lin, Farshid Hassani Bijarbooneh, Hao-Fei Cheng, Tristan Braud, Pengyuan Zhou, Lik-Hang Lee, Pan Hui
    Proceedings of the ACM on Human-Computer Interaction, 2022. Paper

  4. 5G MEC Computation Handoff for Mobile Augmented Reality
    Pengyuan Zhou, Shuhao Fu, Benjamin Finley, Xuebing Li, Sasu Tarkoma, Jussi Kangasharju, Mostafa Ammar, Pan Hui
    arXiv preprint arXiv:2101.00256, 2021. Paper

  5. Multipath computation offloading for mobile augmented reality
    Tristan Braud, Pengyuan Zhou, Jussi Kangasharju, Pan Hui
    IEEE Percom 2020. Paper

  6. Edge-facilitated Augmented Vision in Vehicle-to-Everything Networks
    Pengyuan Zhou, Tristan Braud, Aleksandr Zavodovski, Zhi Liu, Xianfu Chen, Pan Hui, Jussi Kangasharju
    IEEE Transactions on Vehicular Technology, 2020. Paper