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Privacy Distributed Constrained Optimization Over Time-Varying Unbalanced Networks and Its Application in Federated Learning

Mengli Wei Wenwu Yu Duxin Chen Mingyu Kang Guang Cheng

自动化学报（英文版）2025，Vol.12Issue(2)：335-346,12.

自动化学报（英文版）2025，Vol.12Issue(2)：335-346,12.DOI:10.1109/JAS.2024.124869

Privacy Distributed Constrained Optimization Over Time-Varying Unbalanced Networks and Its Application in Federated Learning

Mengli Wei ¹Wenwu Yu ²Duxin Chen ³Mingyu Kang ¹Guang Cheng¹

作者信息

1. School of Cyber Science and Engineering,Southeast University,Nanjing 210096,China
2. School of Mathematics,Frontiers Science Center for Mobile Information Communication and Security,Southeast University,Nanjing 210096||Purple Mountain Laboratories,Nanjing 211111,China
3. School of Mathematics,Southeast University,Nanjing 210096,China
折叠

摘要

关键词

Constrained distributed optimization/decentralized federated learning(DFL)/differential privacy(DP)/time-varying unbalanced graphs/zeroth-order gradient

Key words

Constrained distributed optimization/decentralized federated learning(DFL)/differential privacy(DP)/time-varying unbalanced graphs/zeroth-order gradient

引用本文复制引用

Mengli Wei,Wenwu Yu,Duxin Chen,Mingyu Kang,Guang Cheng..Privacy Distributed Constrained Optimization Over Time-Varying Unbalanced Networks and Its Application in Federated Learning[J].自动化学报（英文版）,2025,12(2):335-346,12.

基金项目

This work was supported in part by the National Key Research and Development Program of China(2022ZD0120001),the National Natural Science Foundation of China(62233004,62273090,62073076),and the Jiangsu Provincial Scientific Research Center of Applied Mathematics(BK20233002). （2022ZD0120001）

自动化学报（英文版）

ISSN：2329-9266

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