CV

Education

Research Interests

Network economics, algorithm optimization, incentive design and fairness in the context of machine learning

Publications

Preprints

Published Papers

Eris: An Online Auction for Scheduling Unbiased Distributed Learning over Edge Wireless Networks
Jinlong Pang, Ziyi Han, Ruiting Zhou, Renli Zhang, John C.S. Lui, Hao Chen
IEEE Transaction on Mobile Computing (TMC), 2023
[paper]

Online Scheduling Algorithms for Unbiased Distributed Learning over Edge Wireless Networks
Jinlong Pang, Ziyi Han, Ruiting Zhou, Haisheng Tan, Yue Cao
Journal of Systems Architecture (JSA), 2022
[paper]

Incentive Auction Design for Selecting Heterogeneous Clients in Federated Learning
Jinlong Pang, Jieling Yu, Ruiting Zhou, John C.S. Lui
IEEE Transactions on Mobile Computing (TMC), 2022
[paper]

Online Scheduling Algorithm for Heterogeneous Distributed Machine Learning Jobs
Ruiting Zhou, Jinlong Pang, Qin Zhang, Chuan Wu, Lei Jiao, Yi Zhong, Zongpeng Li
IEEE Transactions on Cloud Computing (TCC), 2022
[paper]

DPS: Dynamic Pricing and Scheduling for Distributed Machine Learning Jobs in Edge-Cloud Networks
Ruiting Zhou, Ne Wang, Yifeng Huang, Jinlong Pang, Lei Jiao, Hao Chen
IEEE Transactions on Mobile Computing (TMC), 2022
[paper]

Online Scheduling Unbiased Distributed Learning over Wireless Edge Networks
Ziyi Han, Ruiting Zhou, Jinlong Pang, Haisheng Tan, Yue Cao
IEEE ICPADS – IEEE International Conference on Parallel and Distributed Systems, 2021 (Outstanding Paper Award)
[paper]

A Truthful Procurement Auction for Incentivizing Heterogeneous Clients in Federated Learning
Ruiting Zhou, Jinlong Pang, Zhibo Wang, John C.S. Lui, Zongpeng Li
IEEE ICDCS – IEEE International Conference on Distributed Computing Systems, 2021
[paper]

Honor and Awards

Teaching Experiences

Reviews