Adaptive gradient sparsification for efficient federated learning: An online learning approachPengchao HanShiqiang Wanget al.2020ICDCS 2020
Online collection and forecasting of resource utilization in large-scale distributed systemsTiffany TuorShiqiang Wanget al.2019ICDCS 2019
Learning the Optimal Synchronization Rates in Distributed SDN Control ArchitecturesKonstantinos PoularakisQiaofeng Qinet al.2019INFOCOM 2019
When Edge Meets Learning: Adaptive Control for Resource-Constrained Distributed Machine LearningShiqiang WangTiffany Tuoret al.2018INFOCOM 2018
Q-Placement: Reinforcement-learning-based service placement in software-defined networksZiyao ZhangLiang Maet al.2018ICDCS 2018
Demo abstract: Distributed machine learning at resource-limited edge nodesTiffany TuorShiqiang Wanget al.2018INFOCOM 2018
Robust monitor placement for network tomography in dynamic networksTing HeLiang Maet al.2016INFOCOM 2016
Monitor placement for maximal identifiability in network tomographyLiang MaTing Heet al.2014INFOCOM 2014
Efficient identification of additive link metrics via network tomographyLiang MaTing Heet al.2013ICDCS 2013
Capacity Analysis of Distributed Computing Systems with Multiple Resource TypesPengchao HanShiqiang Wanget al.2020WCNC 2020