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Federated Low-Rank Adaptation for Large Language Model Fine-Tuning Over Wireless Networks
会议论文
GLOBECOM 2024 - 2024 IEEE GLOBAL COMMUNICATIONS CONFERENCE, Cape Town, South Africa, 8-12 Dec. 2024
作者:
Zixin Wang
;
Yong Zhou
;
Yuanming Shi
;
Khaled. B. Letaief
收藏
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浏览/下载:45/0
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提交时间:2025/03/18
Edge computing
Frequency allocation
Integer programming
Learning to rank
Mixed-integer linear programming
Problem oriented languages
Resource allocation
Critical challenges
Device scheduling
Distributed data
Fine tuning
Fine-tuning methods
Global models
Language model
Learning performance
On-line algorithms
Radio resources
Joint Device Scheduling and Resource Allocation for ISCC-Based Multi-View-Multi-Task Inference
期刊论文
IEEE INTERNET OF THINGS JOURNAL, 2024, 卷号: PP, 期号: 99
作者:
Diao Wang
;
Dingzhu Wen
;
Yinghui He
;
Qimei Chen
;
Guangxu Zhu
Adobe PDF(5134Kb)
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浏览/下载:180/4
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提交时间:2024/09/18
Convex optimization
Integer programming
Resource allocation
Scheduling algorithms
Sensory analysis
Sensory perception
Device scheduling
Edge AI inference
Integrated sensing
Integrated sensing-communication-computation
Multi tasks
Multi-task optimization
Multi-views
Optimisations
Resources allocation
Scheduling/allocation
Enhanced Hybrid Hierarchical Federated Edge Learning Over Heterogeneous Networks
期刊论文
IEEE TRANSACTIONS ON VEHICULAR TECHNOLOGY, 2023, 卷号: PP, 期号: 99, 页码: 1-15
作者:
Qimei Chen
;
Zehua You
;
Dingzhu Wen
;
Zhaoyang Zhang
Adobe PDF(5185Kb)
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收藏
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浏览/下载:252/1
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提交时间:2023/07/14
Computer architecture
Edge computing
Hierarchical systems
Information management
Learning systems
Markov processes
Network architecture
Network layers
Resource allocation
Cloud layers
Computational modelling
Device layers
Device resources
Device selection
Edge computing
Federated edge learning
Local model
Resource management
Semi-asynchronoi
Computer architecture
Edge computing
Hierarchical systems
Information management
Learning systems
Markov processes
Network architecture
Network layers
Resource allocation
Cloud layers
Computational modelling
Device layers
Device resources
Device selection
Edge computing
Federated edge learning
Local model
Resource management
Semi-asynchronoi
Communication-Efficient Device Scheduling via Over-the-Air Computation for Federated Learning
会议论文
2022 IEEE GLOBAL COMMUNICATIONS CONFERENCE, GLOBECOM 2022 - PROCEEDINGS, Virtual, Online, Brazil, December 4, 2022 - December 8, 2022
作者:
Bingqing Jiang
;
Jun Du
;
Chunxiao Jiang
;
Yuanming Shi
;
Zhu Han
Adobe PDF(664Kb)
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收藏
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浏览/下载:173/0
|
提交时间:2023/03/10
onstrained optimization
Energy resources
Energy utilization
Internet of things
Learning systems
Power control
Centralised
Channel conditions
Collaborative modeling
Device scheduling
Distributed solutions
Model training
Over the airs
Performance
Privacy disclosures
Training framework
Joint Bandwidth Allocation, Computation Control, and Device Scheduling for Federated Learning with Energy Harvesting Devices
会议论文
CONFERENCE RECORD - ASILOMAR CONFERENCE ON SIGNALS, SYSTEMS AND COMPUTERS, Virtual, Online, United states, October 31, 2022 - November 2, 2022
作者:
Li Zeng
;
Dingzhu Wen
;
Guangxu Zhu
;
Changsheng You
;
Qimei Chen
Adobe PDF(589Kb)
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收藏
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浏览/下载:218/0
|
提交时间:2023/04/28
Bandwidth
Energy efficiency
Internet of things
Iterative methods
Computation control
Data distributed
Data utilities
Device scheduling
Device selection
Energy harvesting device
Federated learning
Massive data
Radio resources
Resources allocation
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)
|
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
Iterative greedy user clustering algorithm for D2D-relay in vehicular communication systems
期刊论文
IET MICROWAVES ANTENNAS & PROPAGATION, 2019, 卷号: 13, 期号: 8, 页码: 1087-1095
作者:
Wang, Zhenyu
;
Zhou, Ting
;
Xu, Tianheng
;
Hu, Honglin
Adobe PDF(2004Kb)
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收藏
|
浏览/下载:527/1
|
提交时间:2019/07/10
cooperative communication
iterative methods
resource allocation
greedy algorithms
computational complexity
cellular radio
wireless channels
relay networks (telecommunication)
vehicular ad hoc networks
nonlinear programming
vehicular wireless channels
greedy user clustering algorithm
vehicular communication systems
wireless services
cellular networks
mobile users
traditional pairwise cooperation
cluster-wise cooperation
intelligent transportation
vehicular scenario
clustering scheme
system resources
nonlinear binary programming problem
device-to-device communications
spectral power efficiency
iterative greedy user clustering
suboptimal algorithm IGUC
D2D-relay clustering network
noncooperative uplink system
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