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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:51/0
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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
SDDRL-SR: A High-Reliability Satellite Routing Algorithm Based on Deep Reinforcement Learning
会议论文
2024 IEEE 99TH VEHICULAR TECHNOLOGY CONFERENCE (VTC2024-SPRING), Singapore, Singapore, 24-27 June 2024
作者:
Zhao-Long Ding
;
Hui-Jie Liu
;
Feng Tian
;
Zi-Jian Yang
Adobe PDF(559Kb)
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收藏
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浏览/下载:164/1
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提交时间:2024/09/30
Bayesian networks
Deep learning
Reinforcement learning
Routing algorithms
Satellite communication systems
Satellite links
Dijkstra
Distributed routing
End to end latencies
Low earth orbit satellite network
Low earth orbit satellites
Reinforcement learnings
Routing methods
Routings
Satellite network
Two-hop state-aware
An Empirical Study on Google Research Football Multi-agent Scenarios
期刊论文
MACHINE INTELLIGENCE RESEARCH, 2024, 卷号: 21, 期号: 3, 页码: 549-570
作者:
Song, Yan
;
Jiang, He
;
Tian, Zheng
;
Zhang, Haifeng
;
Zhang, Yingping
Adobe PDF(4254Kb)
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浏览/下载:349/60
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提交时间:2024/02/23
Fertilizers
HTTP
Learning algorithms
Learning systems
Multi agent systems
Reinforcement learning
Distributed reinforcement learning system
Empirical studies
Google+
Multi agent
Multi-agent reinforcement learning
Population-based training
Reinforcement learning systems
Reward shaping
Training framework
Distributed Online Optimization with Coupled Inequality Constraints Over Unbalanced Directed Networks
会议论文
2023 62ND IEEE CONFERENCE ON DECISION AND CONTROL (CDC), Singapore, Singapore, 13-15 Dec. 2023
作者:
Wang, Dandan
;
Zhu, Daokuan
;
Sou, Kin Cheong
;
Lu, Jie
Adobe PDF(3618Kb)
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浏览/下载:427/55
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提交时间:2024/02/23
Plug-in electric vehicles
Heuristic algorithms
Cost function
Convex functions
Vehicle dynamics
Distributed algorithms
Standards
Next-Word Prediction: A Perspective of Energy-Aware Distributed Inference
期刊论文
IEEE TRANSACTIONS ON MOBILE COMPUTING, 2023, 卷号: PP, 期号: 99, 页码: 1-14
作者:
Shangshang Wang
;
Ziyu Shao
;
John C.S. Lui
Adobe PDF(7221Kb)
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收藏
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浏览/下载:249/0
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提交时间:2023/09/22
Budget control
E-learning
Economic and social effects
Energy utilization
Forecasting
Inference engines
Learning algorithms
Learning systems
Modeling languages
Natural language processing systems
Numerical methods
Quality control
Computational modelling
Distributed inference
Edge natural language processing
Energy-consumption
Language processing
Natural language processing
Natural languages
Next-word prediction
On-line controls
Online learning
Predictive models
Quality of experience
Quality-of-service
Word prediction
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:364/0
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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
A Unifying Approximate Method of Multipliers for Distributed Composite Optimization
期刊论文
IEEE TRANSACTIONS ON AUTOMATIC CONTROL, 2022, 卷号: 68, 期号: 4, 页码: 1-1
作者:
Wu, Xuyang
;
Lu, Jie
Adobe PDF(683Kb)
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收藏
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浏览/下载:605/147
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提交时间:2022/07/25
Approximation algorithms
Approximation theory
Distributed computer systems
Functions
Parallel algorithms
Approximate methods
Composite optimization
Convergence
Convex composite optimization
Convex functions
Design Methodology
Distributed optimization
Linear-programming
The method of multiplier
A Second-Order Proximal Algorithm for Consensus Optimization
期刊论文
IEEE TRANSACTIONS ON AUTOMATIC CONTROL, 2021, 卷号: 66, 期号: 4, 页码: 1864-1871
作者:
Xuyang Wu
;
Zhihai Qu
;
Jie Lu
Adobe PDF(695Kb)
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收藏
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浏览/下载:522/1
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提交时间:2021/11/25
Convergence
Cost function
Lagrangian functions
Couplings
Machine learning algorithms
Machine learning
Consensus optimization
distributed optimization
proximal algorithm
second-order method
Graph neural networks for scalable radio resource management: architecture design and theoretical analysis
期刊论文
IEEE JOURNAL OF SELECTED AREAS COMMUNICATION., 2021, 卷号: 39, 期号: 1, 页码: 101-115
作者:
Yifei Shen
;
Yuanming Shi
;
Jun Zhang
;
Khaled B. Letaief
Adobe PDF(890Kb)
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收藏
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浏览/下载:803/7
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提交时间:2020/12/29
Wireless networks
Neural networks
Resource management
Optimization
Computer architecture
Array signal processing
Scalability
Radio resource management
wireless networks
graph neural networks
distributed algorithms
permutation equivariance
CATS: Cost Aware Task Scheduling in Multi-Tier Computing Networks
期刊论文
计算机研究与发展, 2020, 卷号: 57, 期号: 9, 页码: 1810-1822
作者:
Liu, Zening
;
Li, Kai
;
Wu, Liantao
;
Wang, Zhi
;
Yang, Yang
Adobe PDF(2102Kb)
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收藏
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浏览/下载:228/0
|
提交时间:2022/12/09
Computing power
Cost functions
Computer games
Internet of things
Numerical methods
Scheduling algorithms
computation offloading
Fog
Multitasking
Computation loads
Computation offloading
Computing resource
Computing technology
Distributed tasks
Near-optimal performance
Potential games
Weighted cost functions
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