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07/20/2022
Large Scale Radio Frequency Signal Classification
Existing datasets used to train deep learning models for narrowband radi...
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04/01/2021
Reservoir-Based Distributed Machine Learning for Edge Operation
We introduce a novel design for in-situ training of machine learning alg...
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10/13/2020
Deep Delay Loop Reservoir Computing for Specific Emitter Identification
Current AI systems at the tactical edge lack the computational resources...
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04/13/2019
AutoEncoders for Training Compact Deep Learning RF Classifiers for Wireless Protocols
We show that compact fully connected (FC) deep learning networks trained...
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02/16/2019
Mitigation of Adversarial Examples in RF Deep Classifiers Utilizing AutoEncoder Pre-training
Adversarial examples in machine learning for images are widely publicize...
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02/16/2019