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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
|
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
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
;
Yuanming Shi
Adobe PDF(1013Kb)
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浏览/下载:378/4
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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
Two-Server Verifiable Federated Learning: Unconditional Security and Practical Efficiency
会议论文
2024 27TH INTERNATIONAL CONFERENCE ON COMPUTER SUPPORTED COOPERATIVE WORK IN DESIGN (CSCWD), Tianjin, China, 8-10 May 2024
作者:
Haofei Wang
;
Li-Ping Wang
;
Liang Feng Zhang
;
Huaxiong Wang
Adobe PDF(1734Kb)
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收藏
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浏览/下载:245/1
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提交时间:2024/07/15
Information theory
Cloud-computing
Global models
Information-theoretical security
Learning schemes
Privacy preserving
Security challenges
Training process
Trusted authorities
Unconditional security
Verifiable federated learning
Transmission dynamics of symptom-dependent HIV/AIDS models
期刊论文
MATHEMATICAL BIOSCIENCES AND ENGINEERING, 2024, 卷号: 21, 期号: 2, 页码: 1819-1843
作者:
Li, Wenshuang
;
Cai, Shaojian
;
Zhai, Xuanpei
Adobe PDF(4163Kb)
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收藏
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浏览/下载:1245/1
|
提交时间:2024/02/02
Cell proliferation
Disease control
Diseases
Stochastic models
Transmissions
Basic reproduction number
Dynamical properties
Extinction
Fujian Province
HIV/AIDS
Local and global stabilities
Stationary distribution
Stochastics
Threshold
Transmission dynamics
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
Chebyshev model arithmetic for factorable functions
期刊论文
JOURNAL OF GLOBAL OPTIMIZATION, 2017, 卷号: 68, 期号: 2, 页码: 413-438
作者:
Rajyaguru, Jai
;
Villanueva, Mario E.
;
Houska, Boris
;
Chachuat, Benoit
Adobe PDF(848Kb)
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收藏
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浏览/下载:1184/324
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提交时间:2017/07/04
Global optimization
Factorable functions
Chebyshev models
Taylor models
Interval analysis
Convergence rate
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