Yuqing Zhao
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Research Interests
- Continual Learning, Lifelong Learning
- Automated Machine Learning
- Internet of Things and Edge Computing
- Computer Vision and GANs
Education
Hong Kong Polytechnic University Sep 2020-Present
Supervisor: Prof. Jiannong Cao
IMCL Lab, Department of Computing
- PhD Candidate
Supervisor: Prof. Julie A. McCann
AESE Lab, Department of Computing
- Visiting Scholar
- Bachelor of Software Engineering
- Bachelor of Life Science
Publications & Manuscripts
- Yuqing Zhao, Divya Saxena, and Jiannong Cao, AdaptCL: Adaptive Continual Learning for
Tackling Heterogeneity in Sequential Datasets. Published in IEEE TNNLS (SCI JCR-Q1)
- Yuqing Zhao, Divya Saxena, and Jiannong Cao. 2022. Memory-Efficient Domain Incremental
Learning for Internet of Things. Published in ACM SenSys’22 (CCF-B)
- Yuqing Zhao, Divya Saxena, Jiannong Cao, Xiaoyun Liu, and Changlin Song, SparseGrow:
Addressing Growth-Induced Forgetting in Task-Agnostic Continual Learning. Under-review
- Xiaoyun Liu, Divya Saxena, Jiannong Cao, Yuqing Zhao, and Penghui
Ruan, MGAS: Multi-Granularity Architecture Search for Effective and Efficient Neural
Networks. IEEE TNNLS (SCI JCR-Q1) Under-review
- Changlin Song, Divya Saxena, Jiannong Cao and Yuqing Zhao (Corresponding author),
FedDistill: Global Model Distillation for Local Model De-Biasing in Non-IID Federated Learning.
IEEE IoTJ (SCI JCR-Q1) Under-review.
Awards & Patents
- The Most Appreciated Teaching Assistant Award 2022/23 Jan 2024
- A patent “A METHOD FOR FOOD FRESHNESS DETECTION AND SYSTEM” on edge device Mar 2023
- Silver in iGEM (International Genetically Engineered Machine) competition Sep 2018
Research Activities
Reviewer for submissions to conferences & journals:
- Percom’23
- IEEE Transactions on Big Data
- ACM Computing Surveys
- Elsevier Knowledge-Based Systems
- IEEE International Conference on Communications in China
- The 19th International Conference on Intelligent Environments
- Nov 2022, "Memory-Efficient Domain Incremental Learning for Internet of Things" SenSys CML-IoT, Boston, Massachusetts, USA
Supervision Experiences
Teaching assistant:
- Computer Programming (ENG2002, Lecturer: Dr. Kam Fung YUEN), The Hong Kong Polytechnic University
- Software Project Management (COMP3235, Lecturer: Dr. Kam Fung YUEN), The Hong Kong Polytechnic University
- Software Engineering (COMP3211, Lecturer: Dr. Max Yu PEI), The Hong Kong Polytechnic University
- Software Engineering and Development (COMP5241, Lecturer: Dr. Qixin WANG), The Hong Kong Polytechnic University