@article{fldmambaintegratingfourierandlaplacetran, title = {FLDmamba: Integrating Fourier and Laplace Transform Decomposition with Mamba for Enhanced Time Series Prediction}, author = {Qianru Zhang and Chenglei Yu and Haixin Wang and Yudong Yan and Yuansheng Cao and Siu-Ming Yiu and Tailin Wu and Hongzhi Yin}, year = {2025}, eprint = {2507.12803}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2507.12803}, }