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Published at November 29

Non-linear Equalization in 112 Gb/s PONs Using Kolmogorov-Arnold Networks

eess.SP

cs.LG

Released Date: November 29, 2024

Authors: Rodrigo Fischer¹, Patrick Matalla², Sebastian Randel², Laurent Schmalen¹

Aff.: ¹Communications Engineering Lab (CEL), Karlsruhe Institute of Technology, 76131 Karlsruhe, Germany; ²Institute of Photonics and Quantum Electronics (IPQ), Karlsruhe Institute of Technology, 76131 Karlsruhe, Germany

Arxiv: http://arxiv.org/pdf/2411.19631v1

Net

Layer

{C_{\text{out}}}

K

S

G

KAN-2/ CNN-2

Layer 1

\{2,4,8\}

\{8,32,64\}

\{1,2,4\}

\{5,9\}

Layer 2

S_{1}S_{2}/2

\{8,32,64\}

\{2,4,8\}

\{5,9\}

KAN-1/

FIR

Layer 1

\{21,51,

121,321\}

17/-