@misc{saadallah2025adaptivefinetuningvia,
title={Adaptive Fine-Tuning via Pattern Specialization for Deep Time Series Forecasting},
author={Amal Saadallah and Abdulaziz Al-Ademi},
year={2025},
eprint={2508.07927},
archivePrefix={arXiv},
primaryClass={cs.LG},
url={https://arxiv.org/abs/2508.07927},
}