CV
Education
PhD Candidate, Artifical Intelligence (September, 2024-present)
- Information Hub/Hong Kong University of Science and Technology (Guangzhou)
- supervisor: Professor Apostolos I. Rikos
Master of Cyberspace Security (September, 2021-June, 2024)
- School of Cyber Engineering/Xidian University
- Supervisor: Professor Zilong Wang
Bachelor of Internet of Things Engineering (September, 2017-June, 2021)
- School of Computer Science and Technology/Heibei University of Technology
- GPA:3.86/4
Research Interests
Federated Learning
- Heterogeneity
- Personalization
- Attacks and Defences
Transfer Learning
- Unsupervised Multi-Source Domain Adaptation
- Domain Adaptation Theory
- Domain Generlazation
- Reinforcement Learning
- Applied Cryptography
Publications
- Qian Chen, Zilong Wang, Jiaqi Hu, Haonan Yan, Jianying Zhou, and Xiaodong Lin. 2024. PAGE: Equilibrate Personalization and Generalization in Federated Learning. In Proceedings of the ACM on Web Conference 2024 (WWW ‘24). Association for Computing Machinery, New York, NY, USA, 2955–2964. https://doi.org/10.1145/3589334.3645513
- Qian Chen, Jiaqi Hu, Zilong Wang, Jianying Zhou, Xiaodong Lin, “DDPG-Assisted Adaptive Federated Learning: Comprehensive Consideration”, working paper.
Projects
- National Cyber Security Academy Student Innovation Program “Federated learning Secure Aggregation problem”, major participant.
- National Cyber Security Academy Student Innovation Program “Attacks and Defence in split learning”, major participant.
Patent
- Zilong Wang, Jiaqi Hu, Qian Chen, Hongbo Wang, Ke Luo. ”Federated learning training method based on adaptive local differential privacy”, CN Patent Application 2023111139801, 2023.
Grant/Scholarship
- First-prize academic scholarship (Received in Dec 2023)
- Scholarship for excellent recommendation students (Received in Dec 2021)
- National Encouragement scholarship (Received in Dec 2019)
Skills
- Programming Languages
- python, C, Java, Javascript, CSS, HTML
- Libraries/Frameworks
- Pytorch, Tensorflow, Gym, OpenCV, etc
- Other Skills
- MCU programming
