- PhD Candidate
- CCIE#50441
- Licensed Private Pilot
Biography
Update: I will join Department of Electrical & Computer Engineering of Aarhus University as a Visiting Student from October 2024 for a 2-month visit
Update: I will join National Institute of Informatics at Tokyo, Japan as a Research Scholar from December for a 3-month visit
I am a 3rd year PhD student in the Department of Computer Science and Technology, University of Cambridge. I received my Bachelor Degree in Computer Science from King's College London in 2020. I also spent a year at ETH Zurich for MSc but withdrawn and come to Cambridge for PhD in 2021. I am also CCIE certified in Routing and Switching (with some knowledge in Data Center and Security).
My name in Chinese is 梁燚磊
Working Experiences
- 2023.04 - 2023.08: Deep Learning Research Intern @ MediaTek Research UK
Hobby
- Rhythm Game
- Flying an aeroplane (Licensed Private Pilot@Cambridge Aero Club)
- Research (Yes :))
Languages
- Chinese (Both Mandarin and Cantonese, Native Speaker)
- English (Full Working Proficiency)
- Japanese (Working Proficiency, JLPT N1, CEFR C1)
Research
Federated Learning, Networking
Teaching
- 2023-24
- 2022-23
- Before Cambridge
- 2019.08 - 2019.12: Teaching Assistant @ King's College London
- Internet System (5CCS2INS)
- 2019.08 - 2019.12: Teaching Assistant @ King's College London
Professional Activities
Academic Services
- MobiArch 2024 Technical Program Committee
- FedEdge 2024 Web Chair
- ASPLOS 2024 Artifact Evaluation Committee
- OSDI 2023 Artifact Evaluation Committee
- USENIX ATC 2023 Artifact Evaluation Committee
- FedEdge 2023 Web Chair
- IEEE Network Magazine External Reviewer
- EuroSys 2023 Artifact Evaluation Committee
- FedEdge 2022 Web Chair
- EuroSys 2022 Shadow Committee
Publications
- Federated Split GANs for collaborative training with heterogeneous devices (Software Impact, Invited Paper, Yilei Liang, Pranvera Kortoçi Pengyuan Zhou, Lik-Hang Lee, Abbas Mehrabi, Pan Hui, Sasu Tarkoma, Jon Crowcroft) [Paper]
- Efficient Federated Learning Under Non-IID Conditions With Attackers (FedEdge 2022, Huan Zou, Yuchao Zhang, Xirong Que, Yilei Liang, Jon Crowcroft) --- In conjunction with ACM Mobicom 2022. [Paper]
- Federated Split GANs (FedEdge 2022, Pranvera Kortoçi, Yilei Liang, Pengyuan Zhou, Lik-Hang Lee, Abbas Mehrabi, Pan Hui, Sasu Tarkoma, Jon Crowcroft) [Paper] --- In conjunction with ACM Mobicom 2022.
- PAIGE: Towards a Hybrid-Edge Design for Privacy-Preserving Intelligent Personal Assistants: The 3rd International Workshop on Edge Systems, Analytics and Networking (EdgeSys 2020, Yilei Liang, Dan O’Keeffe, Nishanth Sastry) [Paper] --- In conjunction with ACM EuroSys 2020.
