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Privacy-Preserving Coded Schemes for Multi-Server Federated Learning with Straggling Links
期刊论文
IEEE TRANSACTIONS ON INFORMATION FORENSICS AND SECURITY, 2025, 卷号: 20, 页码: 1222-1236
作者:
Kai Liang
;
Songze Li
;
Ming Ding
;
Feng Tian
;
Youlong Wu
Adobe PDF(3029Kb)
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浏览/下载:63/3
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提交时间:2025/01/06
Adversarial machine learning
Differential privacy
Coding computing
Communication load
Distributed learning
Global models
Lagrange
Local model
Multiservers
Secure aggregations
Straggling link
Uplink communication
Decentralized Over-the-Air Federated Learning in Full-Duplex MIMO Networks
期刊论文
IEEE TRANSACTIONS ON WIRELESS COMMUNICATIONS, 2024, 卷号: 23, 期号: 12, 页码: 19142-19156
作者:
Zhibin Wang
;
Yong Zhou
;
Yuanming Shi
Adobe PDF(17076Kb)
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浏览/下载:377/2
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提交时间:2024/10/28
Beam forming networks
Fading channels
Decentralised
Device-to-Device communications
Full duplex communication
Full-duplex
Learning performance
Model aggregations
Model training
Over the airs
Over-the-air computation
Self-interferences
Satellite Federated Edge Learning: Architecture Design and Convergence Analysis
期刊论文
IEEE TRANSACTIONS ON WIRELESS COMMUNICATIONS, 2024, 卷号: 23, 期号: 10, 页码: 15212-15229
作者:
Shi, Yuanming
;
Zeng, Li
;
Zhu, Jingyang
;
Zhou, Yong
;
Jiang, Chunxiao
Adobe PDF(21668Kb)
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浏览/下载:469/13
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提交时间:2024/08/09
Communication satellites
Learning systems
Orbits
Remote sensing
Satellite communication systems
Transmissions
Architecture designs
Convergence analysis
Design Analysis
Earth orbits
Federated edge learning
Intersatellite links
Learning architectures
Low-earth-orbit mega-constellation
Model aggregations
Satellite communications
Client Selection for Asynchronous Federated Learning with Fairness Consideration
会议论文
2022 IEEE INTERNATIONAL CONFERENCE ON COMMUNICATIONS WORKSHOPS, ICC WORKSHOPS 2022, Seoul, Korea, Republic of, May 16, 2022 - May 20, 2022
作者:
Zhu, Hongbin
;
Yang, Miao
;
Kuang, Junqian
;
Qian, Hua
;
Zhou, Yong
Adobe PDF(227Kb)
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浏览/下载:701/0
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提交时间:2022/08/08
Computing power
Channel conditions
Computing power
Distributed learning
Learning frameworks
Long term fairness
Machine learning models
Model aggregations
Selection problems
Synchronous models
Time varying
Reconfigurable Intelligent Surface Assisted Federated Learning with Privacy Guarantee
会议论文
2021 IEEE INTERNATIONAL CONFERENCE ON COMMUNICATIONS WORKSHOPS, ICC WORKSHOPS 2021 - PROCEEDINGS, Virtual, Online, June 14, 2021 - June 23, 2021
作者:
Yang, Yuhan
;
Zhou, Yong
;
Wang, Ting
;
Shi, Yuanming
Adobe PDF(2167Kb)
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收藏
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浏览/下载:629/0
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提交时间:2021/12/03
Interlocking signals
Alternating minimization
Artificial noise
Differential privacies
Model aggregations
Privacy and accuracy
Reconfigurable
Transmit power
Wireless propagation
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