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06/09/2023
Data-Driven Next-Generation Wireless Networking: Embracing AI for Performance and Security
New network architectures, such as the Internet of Things (IoT), 5G, and...
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08/16/2022
On the Convergence of Multi-Server Federated Learning with Overlapping Area
Multi-server Federated learning (FL) has been considered as a promising ...
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07/26/2022
Perception-Aware Attack: Creating Adversarial Music via Reverse-Engineering Human Perception
Recently, adversarial machine learning attacks have posed serious securi...
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06/06/2022
Generalized Federated Learning via Sharpness Aware Minimization
Federated Learning (FL) is a promising framework for performing privacy-...
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01/10/2022
IoTGAN: GAN Powered Camouflage Against Machine Learning Based IoT Device Identification
With the proliferation of IoT devices, researchers have developed a vari...
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01/08/2022
LoMar: A Local Defense Against Poisoning Attack on Federated Learning
Federated learning (FL) provides a high efficient decentralized machine ...
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12/22/2021
FedLGA: Towards System-Heterogeneity of Federated Learning via Local Gradient Approximation
Federated Learning (FL) is a decentralized machine learning architecture...
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12/02/2021
Context-Aware Online Client Selection for Hierarchical Federated Learning
Federated Learning (FL) has been considered as an appealing framework to...
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06/14/2021
How to Test the Randomness from the Wireless Channel for Security?
We revisit the traditional framework of wireless secret key generation, ...
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02/12/2021
Stragglers Are Not Disaster: A Hybrid Federated Learning Algorithm with Delayed Gradients
Federated learning (FL) is a new machine learning framework which trains...
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07/28/2020
Cyber Deception for Computer and Network Security: Survey and Challenges
Cyber deception has recently received increasing attentions as a promisi...
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06/25/2020
Adversarial Machine Learning based Partial-model Attack in IoT
As Internet of Things (IoT) has emerged as the next logical stage of the...
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01/24/2020
When Wireless Security Meets Machine Learning: Motivation, Challenges, and Research Directions
Wireless systems are vulnerable to various attacks such as jamming and e...
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05/04/2019