About Me
I am a first-year Ph.D. student in the Department of Computer Science and Engineering (CSE) at The Chinese University of Hong Kong (CUHK), under the supervision of Prof. John C.S. Lui (ACM/IEEE fellow). Before this, I earned my Master's degree from the School of Cyber Science and Engineering (CSE) at Wuhan University (WHU), where I was mentored by Prof. Ruiting Zhou.
My previous research focused on edge intelligence (specifically optimizing model training and inference) and GPU resource sharing. My current research interests include multi-armed bandits (MAB), reinforcement learning (RL), and their applications. I welcome opportunities for collaboration and engaging discussions. Please feel free to contact me.
Publications
(* Corresponding Author)
- Ziyi Han, Ruiting Zhou*, Chengzhong Xu, Yifan Zeng, and Renli Zhang. InSS: An Intelligent Scheduling Orchestrator for Multi-GPU Inference with Spatio-Temporal Sharing. IEEE Transactions on Parallel and Distributed Systems (TPDS), 2024, to appear. [link]
- Ruiting Zhou, Ziyi Han*, Yifan Zeng, Zhi Zhou, Libing Wu, Wei Wang. SAFE: Intelligent Online Scheduling for Collaborative DNN Inference in Vehicular Network, in Proc. of CSCWD 2024, Tianjin, China, May 8-10, 2024. [link]
- Ziyi Han, Ruiting Zhou*, Jinlong Pang, Haisheng Tan*, Yue Cao. Online Scheduling Unbiased Distributed Learning over Wireless Edge Networks, in Proc.of IEEE ICPADS, Beijing, China, Dec.13-15, 2021. (Outstanding Paper Award) [link]
- Yifan Zeng, Ruiting Zhou*, Lei Jiao, Ziyi Han, Jieling Yu. Efficient Online DNN Inference with Continuous Learning in Edge Computing, in Proc. of IEEE/ACM IWQoS 2024, Guangzhou, China, Jun. 19-21, 2024. [pdf]
- Jinlong Pang, Ziyi Han, Ruiting Zhou*, Renli Zhang, John C.S. Lui and Hao Chen. Eris: An Online Auction for Scheduling Unbiased Distributed Learning over Edge Networks. IEEE Transactions on Mobile Computing (TMC), 23(6):7196-7209, June 2024. [link]
- Jinlong Pang, Ziyi Han, Ruting Zhou*, Haisheng Tan, Yue Cao. Online Scheduling Algorithms for Unbiased Distributed Learning over Wireless Edge Networks. Journal of Systems Architecture (JSA), 131,1-14, Oct. 2022. [link]
Selected Awards
- [2021-2023] First Prize of Cybersecurity Excellence Scholarship (top 30%)
- [2022] First Prize Scholarship of Academic Excellence (top 10%)
- [2022] Huawei Scholarship
- [2021] Wuhan University 2021 Outstanding Bachelor's Degree Thesis (top 10%)