Research
For full paper list, please refer to Google Scholar Page.
Distributed Learning
Selected papers:
Mercury: Fast and Optimal Device Placement for Large Deep Learning Models
Hengwei Xu, Pengyuan Zhou*, Haiyong Xie, Yong Liao
ACM ICPP 2023. Paper
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
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
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
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:
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
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
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
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
Multipath computation offloading for mobile augmented reality
Tristan Braud, Pengyuan Zhou, Jussi Kangasharju, Pan Hui
IEEE Percom 2020. Paper
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
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