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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:76/1
|
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
Over-the-Air Federated Edge Learning with Integrated Sensing, Communication, and Computation
会议论文
2024 IEEE/CIC INTERNATIONAL CONFERENCE ON COMMUNICATIONS IN CHINA (ICCC), Hangzhou, China, 7-9 Aug. 2024
作者:
Dingzhu Wen
;
Sijing Xie
;
Xiaowen Cao
;
Yuanhao Cui
;
Weijie Yuan
Adobe PDF(402Kb)
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收藏
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浏览/下载:350/8
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提交时间:2024/09/30
Adversarial machine learning
Contrastive Learning
Machine learning
Resource allocation
Stochastic control systems
Stochastic models
Stochastic systems
Batch sizes
Edge server
Human motion recognition
Integrated sensing
Local model
Machine learning models
Noise ratio
Over the airs
Sensing data
Signal to noise
Over-the-Air Hierarchical Personalized Federated Learning
期刊论文
IEEE TRANSACTIONS ON VEHICULAR TECHNOLOGY, 2024, 卷号: PP, 期号: 99
作者:
Fangtong Zhou
;
Zhibin Wang
;
Hangguan Shan
;
Liantao Wu
;
Xiaohua Tian
Adobe PDF(17363Kb)
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收藏
|
浏览/下载:270/1
|
提交时间:2024/11/28
Convex optimization
Optical transceivers
Transfer learning
Cloud servers
Data heterogeneity
Data-communication
Edge server
Hierarchical architectures
Interference management
Learning frameworks
Learning performance
Over the airs
Over-the-air computation
Distributed Task Offloading in Cooperative Mobile Edge Computing Networks
期刊论文
IEEE TRANSACTIONS ON VEHICULAR TECHNOLOGY, 2024, 卷号: PP, 期号: 99, 页码: 1-15
作者:
Wang, Dandan
;
Zhu, Hongbin
;
Qiu, Chenyang
;
Zhou, Yong
;
Lu, Jie
Adobe PDF(1816Kb)
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收藏
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浏览/下载:525/4
|
提交时间:2024/02/23
Distributed optimization
edge server cooperation
mobile edge computing
task offloading
Federated Learning with Massive Random Access
期刊论文
IEEE TRANSACTIONS ON WIRELESS COMMUNICATIONS, 2024, 卷号: PP, 期号: 99, 页码: 1-1
作者:
Shuhao Xia
;
Yuanming Shi
;
Yong Zhou
;
Youlong Wu
;
Lin F. Yang
Adobe PDF(19176Kb)
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收藏
|
浏览/下载:336/1
|
提交时间:2024/06/11
E-learning
Information management
Learning systems
Random variables
Edge server
Federated learning
Grant-free massive random access
Optimisations
Performances evaluation
Pilot length optimization
Random access
Resource management
Wireless communications
Timely Split Inference in Wireless Networks: An Accuracy-Freshness Tradeoff
期刊论文
IEEE TRANSACTIONS ON VEHICULAR TECHNOLOGY, 2023, 卷号: PP, 期号: 99, 页码: 1-6
作者:
Luteng Qiao
;
Yong Zhou
Adobe PDF(457Kb)
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收藏
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浏览/下载:449/1
|
提交时间:2023/07/28
Feature extraction
Job analysis
Markov processes
Quantization (signal)
Wireless networks
Age of information
Discriminant gain
Edge inference
Edge server
Features extraction
Features vector
Inference systems
Principal-component analysis
Quantization (signal)
Task analysis
Social-Aware Edge Intelligence: A Constrained Graphical Bandit Approach
会议论文
2022 IEEE GLOBAL COMMUNICATIONS CONFERENCE, GLOBECOM 2022 - PROCEEDINGS, Virtual, Online, Brazil, December 4, 2022 - December 8, 2022
作者:
Simeng Bian
;
Shangshang Wang
;
Yinxu Tang
;
Ziyu Shao
Adobe PDF(7888Kb)
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收藏
|
浏览/下载:218/0
|
提交时间:2023/03/10
Budget control
Energy resources
Graphic methods
Grinding (machining)
Learning systems
Device selection
Edge intelligence
Edge server
End-devices
Learning tasks
Limited communication
Machine-learning
Network edges
Selection problems
Social-aware
Fast Convergence Algorithm for Analog Federated Learning
会议论文
IEEE INTERNATIONAL CONFERENCE ON COMMUNICATIONS, Virtual, Online, Canada, June 14, 2021 - June 23, 2021
作者:
Xia, Shuhao
;
Zhu, Jingyang
;
Yang, Yuhan
;
Zhou, Yong
;
Shi, Yuanming
Adobe PDF(1045Kb)
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收藏
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浏览/下载:1098/237
|
提交时间:2021/12/03
Learning algorithms
Learning systems
Device selection
Edge server
End
devices
Fast convergence
Ill conditioned problems
Local model
Multiple access channels
Over the airs
Threshold
based devices
Wireless channel
Green Edge Intelligence Scheme for Mobile Keyboard Emoji Prediction
期刊论文
IEEE INTERNATIONAL CONFERENCE ON COMMUNICATIONS, 2021, 卷号: 23, 期号: 2, 页码: 1888-1901
作者:
Tang, Yinxu
;
Hou, Jianfeng
;
Huang, Xi
;
Shao, Ziyu
;
Yang, Yang
Adobe PDF(2965Kb)
|
收藏
|
浏览/下载:294/1
|
提交时间:2021/12/03
Energy efficiency
Forecasting
Green computing
Connection capacity
Edge intelligence
Edge server
Energy limitations
High
accuracy
Model selection problem
On
line fashion
Prediction modelling
Smart phones
Users' experiences
OCDST: Offloading Chained DNNs for Streaming Tasks
会议论文
2021 IEEE GLOBAL COMMUNICATIONS CONFERENCE, GLOBECOM 2021 - PROCEEDINGS, Madrid, Spain, December 7, 2021 - December 11, 2021
作者:
Guoliang Gao
;
Liantao Wu
;
Ziyu Shao
;
Yang Yang
;
Zhouyang Lin
Adobe PDF(10361Kb)
|
收藏
|
浏览/下载:257/0
|
提交时间:2022/07/01
Pipelines
Chained deep neural network
Computing units
Deep neural network offloading
Edge server
High complexity
Re sources
Small devices
Smart phones
Streaming task
Wearable devices
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