AINeutralarXiv – CS AI · 3h ago6/10
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Sinc Kolmogorov-Arnold network and its application for solving PDEs with singularities
Researchers propose SincKANs, a neural network architecture combining Sinc interpolation with Kolmogorov-Arnold Networks to improve function approximation and solve partial differential equations. The approach demonstrates superior performance compared to existing methods, particularly for functions with singularities, offering potential advances in physics-informed machine learning.