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Sensing-Communication-Computation Integration for Federated Edge Learning with Controllable Model Dropout
期刊论文
IEEE INTERNET OF THINGS JOURNAL, 2025, 卷号: PP, 期号: 99
作者:
Xiang Jiao
;
Guangxu Zhu
;
Wei Jiang
;
Li Chen
;
Wu Luo
Adobe PDF(7280Kb)
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收藏
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浏览/下载：71/2
|
提交时间：2025/02/17
Adversarial machine learning
Contrastive Learning
Convex optimization
Electronic data interchange
Gluing
Resource allocation
Batch sizes
Collaborative modeling
Convergence analysis
Dropout
Federated edge learning
Integrated sensing
Integrated sensing-computation-communication
Learning convergence
Privacy preserving
Resources allocation
Partitioned Edge Learning Over Fast Fading Channels
期刊论文
IEEE TRANSACTIONS ON VEHICULAR TECHNOLOGY, 2025, 卷号: PP, 期号: 99
作者:
Zhihui Jiang
;
Dingzhu Wen
;
Shengli Liu
;
Guangxu Zhu
;
Guanding Yu
Adobe PDF(4403Kb)
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浏览/下载：74/3
|
提交时间：2025/02/17
Clustered Federated Multi-Task Learning: A Communication-and-Computation Efficient Sparse Sharing Approach
期刊论文
IEEE TRANSACTIONS ON WIRELESS COMMUNICATIONS, 2025, 卷号: PP, 期号: 99
作者:
Yuhan Ai
;
Qimei Chen
;
Guangxu Zhu
;
Dingzhu Wen
;
Hao Jiang
Adobe PDF(3720Kb)
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浏览/下载：51/3
|
提交时间：2025/03/10
Adversarial machine learning
Benchmarking
Contrastive Learning
Federated learning
Multi-task learning
Transfer learning
Clusterings
Communication resources
Distributed data
Federated multi-task learning
Model pruning
Multitask learning
Performance
Personalized model
Sparse sharing
Sparsity ratios
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：362/7
|
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)
|
收藏
|
浏览/下载：399/71
|
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
Federated Learning With Energy Harvesting Devices
期刊论文
IEEE TRANSACTIONS ON GREEN COMMUNICATIONS AND NETWORKING, 2024, 卷号: 8, 期号: 1, 页码: 190 - 204
作者:
Li Zeng
;
Dingzhu Wen
;
Guangxu Zhu
;
Changsheng You
;
Qimei Chen
Adobe PDF(6134Kb)
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浏览/下载：524/4
|
提交时间：2023/09/22
Channel state information
Data privacy
Dynamic programming
Energy harvesting
Information management
Iterative methods
Job analysis
Resource allocation
Computational modelling
Convergence
Convergence rates
Data utilities
Device selection
Distributed resource allocation
Federated learning
Resource management
Sub-carriers
Task analysis
Task-Oriented Over-the-Air Computation for Multi-Device Edge AI
期刊论文
IEEE TRANSACTIONS ON WIRELESS COMMUNICATIONS, 2024, 卷号: 23, 期号: 3, 页码: 2039 - 2053
作者:
Dingzhu Wen
;
Xiang Jiao
;
Peixi Liu
;
Guangxu Zhu
;
Yuanming Shi
Adobe PDF(2396Kb)
|
收藏
|
浏览/下载：569/91
|
提交时间：2023/08/11
Artificial intelligence
Beamforming
Data acquisition
Data handling
Decision making
Job analysis
Mean square error
Motion estimation
Array signal processing
Artificial intelligent
Edge artificial intelligent
Edge inference
Features extraction
Over the airs
Over-the-air computation
Task analysis
Task-oriented
Task-oriented communication
Wireless communications
Task-Oriented Sensing, Computation, and Communication Integration for Multi-Device Edge AI
期刊论文
IEEE TRANSACTIONS ON WIRELESS COMMUNICATIONS, 2024, 卷号: 23, 期号: 3, 页码: 2486 - 2502
作者:
Dingzhu Wen
;
Peixi Liu
;
Guangxu Zhu
;
Yuanming Shi
;
Jie Xu
Adobe PDF(7791Kb)
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收藏
|
浏览/下载：516/10
|
提交时间：2023/10/07
Sensors
Task analysis
Quantization (signal)
Servers
Artificial intelligence
Computational modeling
Feature extraction
Convex optimization
Job analysis
Artificial intelligent
Communication integration
Computational modelling
Features extraction
Integrated sensing
Low latency
Multi-devices
Task-oriented
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:
Adobe PDF(5134Kb)
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浏览/下载：179/4
|
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
Integrating Sensing, Communication, and Power Transfer: From Theory to Practice
期刊论文
IEEE COMMUNICATIONS MAGAZINE, 2024, 卷号: 62, 期号: 9
作者:
Xiaoyang Li
;
Zidong Han
;
Guangxu Zhu
;
Yuanming Shi
;
Jie Xu
Adobe PDF(10776Kb)
|
收藏
|
浏览/下载：305/24
|
提交时间：2024/09/18
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