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Non-linear Equalization in 112 Gb/s PONs Using Kolmogorov-Arnold Networks (2411.19631v1)
Published 29 Nov 2024 in eess.SP and cs.LG
Abstract: We investigate Kolmogorov-Arnold networks (KANs) for non-linear equalization of 112 Gb/s PAM4 passive optical networks (PONs). Using pruning and extensive hyperparameter search, we outperform linear equalizers and convolutional neural networks at low computational complexity.
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