Posts by Collection

Activities

Journal Reviewer

• IEEE Transactions on Parallel and Distributed Systems
• IEEE Transactions on Mobile Computing
• IEEE Transactions on Services Computing
• IEEE Transactions on Knowledge and Data Engineering
• IEEE Internet of Things Journal
• ACM Computing Surveys
• Journal of Cloud Computing
• Journal of Parallel and Distributed Computing

Funding

1. University of St Andrews Research Scholarship, Feb. 2022 - Aug. 2024, Rakuten Mobile sponsored International scholarship – equivalent to £100,000 covering international tuition fees and living expenses.

Project

EcoFed: Efficient Communication for DNN Partitioning-based Federated Learning

EcoFed is a communication-efficient framework for DNN partitioning-based federated learning (DPFL) systems that reduces the need to transfer gradients by initializing pre-trained models on devices, improving accuracy and reducing communication overhead. It introduces a novel replay buffer mechanism and uses quantization-based compression to minimize activation data transmission between devices and servers - Github

Publications

Published in , 1900

Teaching

, , 1900

Queen’s University of Belfast

• CSC3067 Video Analytic and Machine Learning - Lab Demonstrator
• CSC7061 Java Programming - Lab Demonstrator

Work

1. DeepGlint Ltd., Algorithm Engineer, Sep. 2018 - Dec. 2019, DNN Pruning, Quantization, Knowledge Distillation, Reinforcement Learning.

2. ZhiWei Ltd., Data Engineer, Jun. 2015 - Jun. 2017, Social Media Data Mining.