Cao, J., Dong, Z., Xu, H., Liu, X., Chen, Y. (2026). TimeKAN: an adaptive frequency-decomposed Kolmogorov–Arnold network for long-term stock forecasting. Scientific Reports. https://doi.org/10.1038/s41598-026-59107-4