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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 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
Adobe PDF(589Kb)
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收藏
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浏览/下载:220/0
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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
Multi-agent Reinforcement Learning for Dynamic Resource Management in 6G in-X Subnetworks
期刊论文
IEEE TRANSACTIONS ON WIRELESS COMMUNICATIONS, 2022, 卷号: 22, 期号: 3, 页码: 1-1
作者:
Du, Xiao
;
Wang, Ting
;
Feng, Qiang
;
Ye, Chenhui
;
Tao, Tao
Adobe PDF(969Kb)
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收藏
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浏览/下载:639/164
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提交时间:2022/11/04
Deep learning
Fertilizers
Information management
Multi agent systems
Natural resources management
Power control
Radio interference
Radio transmission
Resource allocation
Scheduling
6g mobile communication
Dynamic scheduling
Graph neural networks
Interference
Interference mitigation
Mobile communications
Multi agent
Multi-agent DRL
Power-control
Resource management
Subnetworks
Wireless communications
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
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浏览/下载:527/1
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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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