郑美光｜中南大学｜学者主页

2026

Intra-Class Unbiased Prototype Aggregation and Classifier Collaboration for Personalized Federated Learning

Hao Zheng, Shiyu Song, Zhi-Gang Hu, Meiguang Zheng, Liu Yang, Aikun Xu, Rong-Chang Zhao, Rui-Zhi Pu, Rui-Yi Fang, Boyu Wang

AAAI Conference on Artificial Intelligence

DOI

2026

DP-FedOR: Improving Differentially Private Federated Learning via Adaptive Origin Tracking and Residual Privatization

Meiguang Zheng, Zi-Jie Hu, Hao Zheng, Liu Yang, Xi Li, Jin-Lin Gui, Wen-Rui Li

2026 IEEE International Conference on Web Services (ICWS)

DOI

2025

ConFREE: Conflict-free Client Update Aggregation for Personalized Federated Learning

Hao Zheng, Zhigang Hu, Yang Liu, Meiguang Zheng, Aikun Xu, Boyu Wang

Proceedings of the AAAI Conference on Artificial Intelligence

DOI

2025

GradPFL: Gradient-Driven Adaptive Clustering in Personalized Federated Learning

Shiyu Song, Hao Zheng, Zhigang Hu, Meiguang Zheng, Yang Liu, Aikun Xu

IEEE International Conference on Acoustics Speech and Signal Processing

DOI

2025

FedCALM: Conflict-aware Layer-wise Mitigation for Selective Aggregation in Deeper Personalized Federated Learning

Hao Zheng, Zhi-Gang Hu, Liu Yang, Meiguang Zheng, Aikun Xu, Boyu Wang

Computer Vision and Pattern Recognition

DOI

2025

Federated Deep Reinforcement Learning for Task Offloading in MEC-Enabled Heterogeneous Networks

Hui Xiao, Zhi-Gang Hu, Xinyu Zhang, Aikun Xu, Meiguang Zheng, Ke-Qin Li

IEEE Internet of Things Journal

DOI

2024

PFedSKD: Personalized Federated Learning via Self-Knowledge Distillation

Meiguang Zheng, Zhengjie Liu, Bo Chen, Zijie Hu

IEEE International Symposium on Parallel and Distributed Processing with Applications (ISPA)

DOI

2024

A Federated Deep Reinforcement Learning-based Low-power Caching Strategy for Cloud-edge Collaboration

Xinyu Zhang, Zhi-Gang Hu, Yang Liang, Hui Xiao, Aikun Xu, Meiguang Zheng, Chuan Sun

Journal of Grid Computing

DOI

2023

基于Local SGD的部分同步通信策略

魏业鸣，郑美光

《计算机应用研究》

2023

PFedSA: Personalized Federated Multi-Task Learning via Similarity Awareness

Chuyao Ye, Hao Zheng, Zhigang Hu, Meiguang Zheng

Proceedings - IEEE International Parallel and Distributed Processing Symposium

DOI

2023

LFDC: Low-Energy Federated Deep Reinforcement Learning for Caching Mechanism in Cloud–Edge Collaborative

Xinyu Zhang, Zhigang Hu, Meiguang Zheng, Yang Liang, Hui Xiao, Hao Zheng, Aikun Xu

Applied Sciences

DOI

郑美光

精选作品

期刊论文

Intra-Class Unbiased Prototype Aggregation and Classifier Collaboration for Personalized Federated Learning

DP-FedOR: Improving Differentially Private Federated Learning via Adaptive Origin Tracking and Residual Privatization

ConFREE: Conflict-free Client Update Aggregation for Personalized Federated Learning

GradPFL: Gradient-Driven Adaptive Clustering in Personalized Federated Learning

FedCALM: Conflict-aware Layer-wise Mitigation for Selective Aggregation in Deeper Personalized Federated Learning

Federated Deep Reinforcement Learning for Task Offloading in MEC-Enabled Heterogeneous Networks

PFedSKD: Personalized Federated Learning via Self-Knowledge Distillation

A Federated Deep Reinforcement Learning-based Low-power Caching Strategy for Cloud-edge Collaboration

基于Local SGD的部分同步通信策略

PFedSA: Personalized Federated Multi-Task Learning via Similarity Awareness

LFDC: Low-Energy Federated Deep Reinforcement Learning for Caching Mechanism in Cloud–Edge Collaborative

研究方向