F-KAN: a novel framework for functional regression based on Kolmogorov–Arnold networks
Functional Kolmogorov–Arnold Networks is proposed, a nonlinear extension of the FPCR framework that integrates the Kolmogorov–Arnold network architecture with functional principal component representations and achieves competitive predictive performance compared with a range of existing functional regression approaches...