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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:78/1
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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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浏览/下载:314/1
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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
6G Network AI Architecture for Everyone-Centric Customized Services
期刊论文
IEEE NETWORK, 2023, 卷号: 37, 期号: 5, 页码: 71-80
作者:
Yang, Yang
;
Ma, Mulei
;
Wu, Hequan
;
Yu, Quan
;
You, Xiaohu
Adobe PDF(1824Kb)
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浏览/下载:432/1
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提交时间:2024/04/26
5G mobile communication systems
Artificial intelligence
Energy efficiency
Network architecture
Quality control
Quality of service
Radio transmission
Scheduling algorithms
5g mobile communication
6g mobile communication
Cloud-computing
Customized services
Mobile communications
Network resource
Quality of experience
Service requirements
Task analysis
Wireless Federated Learning over MIMO Networks: Joint Device Scheduling and Beamforming Design
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:
Huang, Shaoming
;
Zhang, Pengfei
;
Mao, Yijie
;
Lian, Lixiang
;
Wu, Youlong
Adobe PDF(435Kb)
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浏览/下载:583/131
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提交时间:2022/08/08
MIMO systems
Scheduling
Decentralised
Device scheduling
Distributed Artificial Intelligence
Enabling technologies
Federated learning system
Intelligence services
Learning convergence
Multiple inputs
Multiple outputs
Output network
Over-the-Air Computation for Vertical Federated Learning
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:
Zeng, Xiangyu
;
Xia, Shuhao
;
Yang, Kai
;
Wu, Youlong
;
Shi, Yuanming
Adobe PDF(363Kb)
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收藏
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浏览/下载:363/0
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提交时间:2022/08/08
Artificial intelligence
Learning algorithms
Communication efficiency
Convergence analysis
Distributed Artificial Intelligence
Global aggregations
Intelligence services
Learning approach
Machine-learning
Mean squared error
Optimality
Over the airs
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