@article{adaptingllmstotimeseriesforecastingviate, title = {Adapting LLMs to Time Series Forecasting via Temporal Heterogeneity Modeling and Semantic Alignment}, author = {Yanru Sun and Emadeldeen Eldele and Zongxia Xie and Yucheng Wang and Wenzhe Niu and Qinghua Hu and Chee Keong Kwoh and Min Wu}, year = {2025}, eprint = {2508.07195}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2508.07195}, }