@article{augurmodelingcovariatecausalassociations, title = {Augur: Modeling Covariate Causal Associations in Time Series via Large Language Models}, author = {Zhiqing Cui and Binwu Wang and Qingxiang Liu and Yeqiang Wang and Zhengyang Zhou and Yuxuan Liang and Yang Wang}, year = {2025}, eprint = {2510.07858}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2510.07858}, }