@inproceedings{ijcai2025p745, title = {Beyond Statistical Analysis: Multimodal Framework for Time Series Forecasting with LLM-Driven Temporal Pattern}, author = {Xiong, Jiahong and Wang, Chengsen and Sun, Haifeng and Jing, Yuhan and Qi, Qi and Zhuang, Zirui and Zhang, Lei and Liao, Jianxin and Wang, Jingyu}, booktitle = {Proceedings of the Thirty-Fourth International Joint Conference on Artificial Intelligence, {IJCAI-25}}, publisher = {International Joint Conferences on Artificial Intelligence Organization}, editor = {James Kwok}, pages = {6696--6704}, year = {2025}, month = {8}, note = {Main Track}, doi = {10.24963/ijcai.2025/745}, url = {https://doi.org/10.24963/ijcai.2025/745}, }