Lightweight Flow Distribution for Collaborative Traffic Measurement in Software Defined Networks. - Hongli Xu; Shigang Chen; Qianpiao Ma; Liusheng Huang (INFOCOM, 2019)

FedSA: A Semi-Asynchronous Federated Learning Mechanism in Heterogeneous Edge Computing. - Qianpiao Ma; Yang Xu 020; Hongli Xu; Zhida Jiang; Liusheng Huang; He Huang 001 (IEEE J. Sel. Areas Commun., 2021)

FedCD: A Hybrid Centralized-Decentralized Architecture for Efficient Federated Learning. - Pengcheng Qu; Jianchun Liu; Zhiyuan Wang; Qianpiao Ma; Jinyang Huang (ICPADS, 2023)

Towards Communication-Efficient Federated Graph Learning: An Adaptive Client Selection Perspective. - Xianjun Gao; Jianchun Liu; Hongli Xu; Qianpiao Ma; Lun Wang (IWQoS, 2024)

Dynamic Staleness Control for Asynchronous Federated Learning in Decentralized Topology. - Qianpiao Ma; Jianchun Liu; Qingmin Jia; Xiaomao Zhou; Yujiao Hu; Renchao Xie (WASA (2), 2024)

Deterministic Computing Power Networking: Architecture, Technologies and Prospects. - Qingmin Jia; Yujiao Hu; Xiaomao Zhou; Qianpiao Ma; Kai Guo; Huayu Zhang; Renchao Xie; Tao Huang 005; Yunjie Liu 001 (CoRR, 2024)

Distributed Strategy for Collaborative Traffic Measurement in a Multi-Controller SDN. - Da Yao; Qianpiao Ma; Haibo Wang 004; Min Chen 033; Hongli Xu (IEEE Trans. Netw. Sci. Eng., 2024)

YOGA: Adaptive Layer-Wise Model Aggregation for Decentralized Federated Learning. - Jun Liu 083; Jianchun Liu; Hongli Xu; Yunming Liao; Zhiyuan Wang 002; Qianpiao Ma (IEEE/ACM Trans. Netw., 2024)

Fully Distributed Task Offloading in Vehicular Edge Computing. - Qianpiao Ma; Hongli Xu; Haibo Wang 004; Yang Xu 020; Qingmin Jia; Chunming Qiao (IEEE Trans. Veh. Technol., 2024)

FedCD: A Hybrid Federated Learning Framework for Efficient Training With IoT Devices. - Jianchun Liu; Yujia Huo; Pengcheng Qu; Sun Xu; Zhi Liu 002; Qianpiao Ma; Jinyang Huang (IEEE Internet Things J., 2024)

FedUC: A Unified Clustering Approach for Hierarchical Federated Learning. - Qianpiao Ma; Yang Xu 020; Hongli Xu; Jianchun Liu; Liusheng Huang (IEEE Trans. Mob. Comput., 2024)

Accelerating End-Cloud Collaborative Inference via Near Bubble-Free Pipeline Optimization. - Luyao Gao; Jianchun Liu; Hongli Xu; Sun Xu; Qianpiao Ma; Liusheng Huang (INFOCOM, 2025)

Air-FedGA: A Grouping Asynchronous Federated Learning Mechanism Exploiting Over-The-Air Computation. - Qianpiao Ma; Junlong Zhou; Xiangpeng Hou; Jianchun Liu; Hongli Xu; Jianeng Miao; Qingmin Jia (IPDPS, 2025)

Dynamic task offloading and resource allocation for energy-harvesting end-edge-cloud computing systems. - Xiaozhu Song; Qianpiao Ma; Gan Zheng; Liying Li 002; Peijin Cong; Junlong Zhou (J. Syst. Archit., 2025)

DySTop. - Yizhou Shi; Qianpiao Ma; Yang Xu 020; Junlong Zhou; Ming Hu 003; Yunming Liao; Hongli Xu (CoRR, 2025)

FRACTAL: Data-Aware Clustering and Communication Optimization for Decentralized Federated Learning. - Qianpiao Ma; Jianchun Liu; Hongli Xu; Qingmin Jia; Renchao Xie (IEEE Trans. Big Data, 2025)