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Open access Aug 2026

KAN-Payne: A Controlled Evaluation of Kolmogorov–Arnold Networks for Stellar Spectral Emulation and Label Recovery

Kolmogorov–Arnold networks (KANs) replace the fixed activations of a multilayer perceptron (MLP) with learnable univariate edge functions. We evaluate KANs as Payne-style label-to-flux emulators using the public 1000-spectrum Kurucz grid released with The Payne. Two capacity-matched KAN–MLP pairs (approximately 2.3 and...

Shuo Zhang, Rui Wang · 0 citations

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