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Published at December 5

Deep Learning Modeling Method for RF Devices Based on Uniform Noise Training Set

eess.SP

cs.LG

Released Date: December 5, 2024

Authors: Zhaokun Hu¹, Yindong Xiao², Houjun Wang², Jiayong Yu¹, Zihang Gao¹

Aff.: ¹University; ²Shenzhen Institute for Advanced Study, UESTC

Arxiv: http://arxiv.org/pdf/2412.03936v1

Refer to caption

Model	Validation Error	Test Error
AutoEncoder	$6.680\times 10^{-4}$	$3.243\times 10^{-4}$
Mamba	$3.362\times 10^{-4}$	$7.992\times 10^{-4}$
ResNet	$2.201\times 10^{-4}$	$1.836\times 10^{-4}$