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cs.LG2025
KAN vs LSTM Performance in Time Series Forecasting
Tabish Ali Rather, S M Mahmudul Hasan Joy, Nadezda Sukhorukova +1
This study presents a controlled comparison of baseline Kolmogorov-Arnold Networks (KAN), implemented via PyKAN, and Long Short-Term Memory (LSTM) networks for the forecasting of s…
cs.LG2021★ 2 cited
Deep Learning with Nonsmooth Objectives
Vinesha Peiris, Nadezda Sukhorukova, Vera Roshchina
We explore the potential for using a nonsmooth loss function based on the max-norm in the training of an artificial neural network. We hypothesise that this may lead to superior cl…