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11/02/2022
Deep Reinforcement Learning for Power Control in Next-Generation WiFi Network Systems
This paper presents a deep reinforcement learning (DRL) solution for pow...
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07/07/2022
Self-Supervised RF Signal Representation Learning for NextG Signal Classification with Deep Learning
Deep learning (DL) finds rich applications in the wireless domain to imp...
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03/09/2022
Machine Learning in NextG Networks via Generative Adversarial Networks
Generative Adversarial Networks (GANs) are Machine Learning (ML) algorit...
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12/29/2021
End-to-End Autoencoder Communications with Optimized Interference Suppression
An end-to-end communications system based on Orthogonal Frequency Divisi...
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12/03/2020
Channel Effects on Surrogate Models of Adversarial Attacks against Wireless Signal Classifiers
We consider a wireless communication system that consists of a backgroun...
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07/31/2020
Adversarial Attacks with Multiple Antennas Against Deep Learning-Based Modulation Classifiers
We consider a wireless communication system, where a transmitter sends s...
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07/16/2020
Generative Adversarial Network in the Air: Deep Adversarial Learning for Wireless Signal Spoofing
The spoofing attack is critical to bypass physical-layer signal authenti...
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06/25/2020
Over-the-Air Membership Inference Attacks as Privacy Threats for Deep Learning-based Wireless Signal Classifiers
This paper presents how to leak private information from a wireless sign...
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05/15/2020
How to Make 5G Communications "Invisible": Adversarial Machine Learning for Wireless Privacy
We consider the problem of hiding wireless communications from an eavesd...
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05/11/2020
Channel-Aware Adversarial Attacks Against Deep Learning-Based Wireless Signal Classifiers
This paper presents channel-aware adversarial attacks against deep learn...
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02/05/2020
Over-the-Air Adversarial Attacks on Deep Learning Based Modulation Classifier over Wireless Channels
We consider a wireless communication system that consists of a transmitt...
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10/29/2019
DeepWiFi: Cognitive WiFi with Deep Learning
We present the DeepWiFi protocol, which hardens the baseline WiFi (IEEE ...
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10/23/2019
Trojan Attacks on Wireless Signal Classification with Adversarial Machine Learning
We present a Trojan (backdoor or trapdoor) attack that targets deep lear...
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10/13/2019
QoS and Jamming-Aware Wireless Networking Using Deep Reinforcement Learning
The problem of quality of service (QoS) and jamming-aware communications...
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10/13/2019
Real-Time and Embedded Deep Learning on FPGA for RF Signal Classification
We designed and implemented a deep learning based RF signal classifier o...
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09/25/2019
Deep Learning for RF Signal Classification in Unknown and Dynamic Spectrum Environments
Dynamic spectrum access (DSA) benefits from detection and classification...
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05/03/2019
Generative Adversarial Network for Wireless Signal Spoofing
The paper presents a novel approach of spoofing wireless signals by usin...
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01/25/2019
Generative Adversarial Networks for Black-Box API Attacks with Limited Training Data
As online systems based on machine learning are offered to public or pai...
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11/05/2018
Active Deep Learning Attacks under Strict Rate Limitations for Online API Calls
Machine learning has been applied to a broad range of applications and s...
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04/02/2018