@article{multiscalehypergraphmeetsllmsaligninglar, title = {Multi-scale hypergraph meets LLMs: Aligning large language models for time series analysis}, author = {Zongjiang Shang and Dongliang Cui and Binqing Wu and Ling Chen}, year = {2026}, eprint = {2602.04369}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2602.04369}, }