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Federated Fine-Tuning for Pre-Trained Foundation Models Over Wireless Networks
期刊论文
IEEE TRANSACTIONS ON WIRELESS COMMUNICATIONS, 2025, 卷号: PP, 期号: 99
作者:
Wang, Zixin
;
Zhou, Yong
;
Shi, Yuanming
;
Letaief, Khaled B.
Adobe PDF(12364Kb)
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收藏
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浏览/下载:77/1
|
提交时间:2025/02/28
Adversarial machine learning
Data privacy
Differential privacy
Edge computing
Frequency allocation
Integer programming
Learning to rank
Network embeddings
Resource allocation
Edge server
Fine tuning
Foundation models
Intelligence services
Learning performance
On-line algorithms
Parameter-efficient fine-tuning
Pre-trained foundation model
Resources allocation
Upper Bound
Communication-efficient Federated Learning with Privacy Enhancing via Probabilistic Scheduling
会议论文
2024 IEEE/CIC INTERNATIONAL CONFERENCE ON COMMUNICATIONS IN CHINA (ICCC), Hangzhou, China, 7-9 Aug. 2024
作者:
Ziao Zhou
;
Shaoming Huang
;
Youlong Wu
;
Dingzhu Wen
;
Ting Wang
Adobe PDF(604Kb)
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收藏
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浏览/下载:314/1
|
提交时间:2024/09/30
Differential privacy
Device access
Differential privacies
Gaussians
Intelligence services
Key technologies
Performance
Privacy concerns
Probabilistic scheduling
Training time
Transmission costs
Over-the-Air Computation Assisted Federated Learning with Progressive Training
会议论文
ICC 2024 - IEEE INTERNATIONAL CONFERENCE ON COMMUNICATIONS, Denver, CO, USA, 9-13 June 2024
作者:
Ge Gao
;
Qiaochu An
;
Zhibin Wang
;
Zixin Wang
Adobe PDF(1013Kb)
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收藏
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浏览/下载:377/4
|
提交时间:2024/08/26
Adversarial machine learning
Differential privacy
Integer programming
Mixed-integer linear programming
Edge intelligence
Energy
Global models
Large models
Learning performance
Multiple stages
Over the airs
Privacy preserving
Submodels
Transmission overheads
Enforcing End-to-end Security for Remote Conference Applications
会议论文
2024 IEEE SYMPOSIUM ON SECURITY AND PRIVACY (SP), San Francisco, CA, USA, 19-23 May 2024
作者:
Yuelin Liu
;
Huangxun Chen
;
Zhice Yang
Adobe PDF(3697Kb)
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收藏
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浏览/下载:255/2
|
提交时间:2024/09/18
Anonymity
Audio streaming
Cryptography
Data privacy
Differential privacy
Audio videos
Data encryption
Dial-in
E2EE
Encryption methods
End-to-end security
Privacy
Privacy breaches
Production tools
Remote conference
Federated Edge Learning with Differential Privacy: An Active Reconfigurable Intelligent Surface Approach
期刊论文
IEEE TRANSACTIONS ON WIRELESS COMMUNICATIONS, 2024, 卷号: PP, 期号: 99, 页码: 17368-17383
作者:
Yuanming Shi
;
Yuhan Yang
;
Youlong Wu
Adobe PDF(5788Kb)
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收藏
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浏览/下载:193/1
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提交时间:2024/09/18
Active learning
Adversarial machine learning
Contrastive Learning
Differential privacy
Active reconfigurable intelligent surface
Differential privacies
Federated edge learning
Learning paradigms
Machine-learning
Over the airs
Over-the-air computation
Privacy concerns
Reconfigurable
Surface approach
Privacy-Preserving Coded Schemes for Multi-Server Federated Learning with Straggling Links
期刊论文
IEEE TRANSACTIONS ON INFORMATION FORENSICS AND SECURITY, 2024, 卷号: PP, 期号: 99, 页码: 1222-1236
作者:
Kai Liang
;
Songze Li
;
Ming Ding
;
Feng Tian
;
Youlong Wu
Adobe PDF(3029Kb)
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收藏
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浏览/下载:58/2
|
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
Differentially Private Federated Learning via Reconfigurable Intelligent Surface
期刊论文
IEEE INTERNET OF THINGS JOURNAL, 2022, 卷号: 9, 期号: 20
作者:
Yuhan Yang
;
Yong Zhou
;
Youlong Wu
;
Yuanming Shi
Adobe PDF(1801Kb)
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收藏
|
浏览/下载:1154/287
|
提交时间:2022/05/20
Bioinformatics
Constraint satisfaction problems
Internet of things
Learning systems
Optimization
Atmospheric modeling
Biomedical monitoring
Computational modelling
Differential privacies
Differential privacy.
Federated learning
Over the airs
Over-the-air computation
Performances evaluation
Privacy
Reconfigurable
Reconfigurable intelligent surface
Wireless communications
Pain-FL: Personalized Privacy-Preserving Incentive for Federated Learning
期刊论文
IEEE JOURNAL ON SELECTED AREAS IN COMMUNICATIONS, 2021, 卷号: 39, 期号: 12, 页码: 3805-3820
作者:
Peng Sun
;
Haoxuan Che
;
Zhibo Wang
;
Yuwei Wang
;
Tao Wang
Adobe PDF(2542Kb)
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收藏
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浏览/下载:208/0
|
提交时间:2021/12/10
Privacy
Biological system modeling
Servers
Costs
Contracts
Computational modeling
Data models
Federated learning
differential privacy
incentive mechanism
contracts
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)
|
收藏
|
浏览/下载:607/0
|
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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