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Energy-Efficient Optimal Mode Selection for Edge AI Inference via Integrated Sensing-Communication-Computation
期刊论文
IEEE TRANSACTIONS ON MOBILE COMPUTING, 2024, 卷号: 23, 期号: 12, 页码: 1-15
作者:
Liu, Shu
;
Wen, Dingzhu
;
Li, Da
;
Chen, Qimei
;
Zhu, Guangxu
Adobe PDF(23894Kb)
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浏览/下载:119/3
  |  
提交时间:2024/08/23
Task analysis
Servers
Feature extraction
Sensors
Accuracy
Computational modeling
Performance evaluation
Edge AI inference
mode selection
integrated sensing-communication-computation
task-oriented communications
Task-Oriented Over-the-Air Computation for Edge-Device Co-Inference With Balanced Classification Accuracy
期刊论文
IEEE TRANSACTIONS ON VEHICULAR TECHNOLOGY, 2024, 卷号: 73, 期号: 11, 页码: 1-6
作者:
Xiang Jiao
;
Dingzhu Wen
;
Guangxu Zhu
;
Wei Jiang
;
Wu Luo
Adobe PDF(405Kb)
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浏览/下载:174/26
  |  
提交时间:2024/07/08
Feature extraction
Task analysis
Accuracy
Vectors
Servers
Noise
Data mining
Task-oriented communications
over-the-air computation
balanced classification accuracy
Hierarchical Learning and Computing over Space-Ground Integrated Networks
预印本
2024
作者:
Zhu, Jingyang
;
Shi, Yuanming
;
Zhou, Yong
;
Jiang, Chunxiao
;
Kuang, Linling
Adobe PDF(11710Kb)
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浏览/下载:171/4
  |  
提交时间:2024/09/08
Space-ground integrated networks
hierarchical learning
topology-aware energy-efficient routing
A Survey on Integrated Sensing, Communication, and Computation
预印本
2024
作者:
Wen, Dingzhu
;
Zhou, Yong
;
Li, Xiaoyang
;
Shi, Yuanming
;
Huang, Kaibin
Adobe PDF(2458Kb)
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收藏
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浏览/下载:159/0
  |  
提交时间:2024/08/26
Integrated sensing and communication
inte- grated sensing and computation
integrated communication and computation
integrated sensing-communication-computation
signal design
network resource management
and task-oriented communications
Communication-efficient Federated Learning with Privacy Enhancing via Probabilistic Scheduling
会议论文
2024 IEEE/CIC INTERNATIONAL CONFERENCE ON COMMUNICATIONS IN CHINA (ICCC), Hangzhou, China, 7-9 Aug. 2024
作者:
Ziao Zhou
;
Shaoming Huang
;
Youlong Wu
;
Dingzhu Wen
;
Ting Wang
Adobe PDF(604Kb)
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收藏
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浏览/下载:148/1
  |  
提交时间:2024/09/30
Differential privacy
Device access
Differential privacies
Gaussians
Intelligence services
Key technologies
Performance
Privacy concerns
Probabilistic scheduling
Training time
Transmission costs
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:133/1
  |  
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
Federated Fine-Tuning for Pre-Trained Foundation Models Over Wireless Networks
预印本
2024
作者:
Wang, Zixin
;
Zhou, Yong
;
Shi, Yuanming
;
Letaief, Khaled.B.
Adobe PDF(1343Kb)
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  |  
浏览/下载:169/1
  |  
提交时间:2024/07/26
Federated learning
pre-trained foundation model
parameter-efficient fine-tuning
resource allocation
Integrated Sensing-Communication-Computation for Edge Artificial Intelligence
期刊论文
IEEE INTERNET OF THINGS MAGAZINE, 2024, 卷号: 7, 期号: 4, 页码: 14 - 20
作者:
Wen, Dingzhu
;
Li, Xiaoyang
;
Zhou, Yong
;
Shi, Yuanming
;
Wu, Sheng
Adobe PDF(907Kb)
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收藏
  |  
浏览/下载:252/4
  |  
提交时间:2024/01/09
Integrated Sensing-Communication-Computation
Edge AI
Federated Learning
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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收藏
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浏览/下载:167/2
  |  
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
Decentralized Satellite Federated Learning via Intra- and Inter-Orbit Communications
会议论文
2024 IEEE INTERNATIONAL CONFERENCE ON COMMUNICATIONS WORKSHOPS, ICC WORKSHOPS 2024, Denver, CO, USA, 9-13 June 2024
作者:
Zhou Fangtong
;
Wang Zhibin
;
Shi Yuanming
;
Zhou Yong
Adobe PDF(693Kb)
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收藏
  |  
浏览/下载:238/3
  |  
提交时间:2024/05/27
Combinatorial optimization
Energy utilization
Frequency allocation
Resource allocation
Routing algorithms
Satellite communication systems
Satellite links
Tropics
Computing resource
Convergence time
Data resources
Decentralised
Ground stations
Joint resource allocations
Learning frameworks
Resource routing
Routing selection
Selection algorithm