577 citations · 1.5k across the 23 of their papers we have counts for
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cs.LG2024★ 4 cited
Kolmogorov-Arnold Network Autoencoders
Mohammadamin Moradi, Shirin Panahi, Erik Bollt +1
Deep learning models have revolutionized various domains, with Multi-Layer Perceptrons (MLPs) being a cornerstone for tasks like data regression and image classification. However,…
cs.LG2024
Data-driven model discovery with Kolmogorov-Arnold networks
Mohammadamin Moradi, Shirin Panahi, Erik M. Bollt +1
Data-driven model discovery of complex dynamical systems is typically done using sparse optimization, but it has a fundamental limitation: sparsity in that the underlying governing…