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

Rodrigo Fischer, Patrick Matalla, Sebastian Randel +1

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…