@inproceedings{ijcai2025p671, title = {LLM-TPF: Multiscale Temporal Periodicity-Semantic Fusion LLMs for Time Series Forecasting}, author = {Pan, Qihong and Tan, Haofei and Shen, Guojiang and Kong, Xiangjie and Wang, Mengmeng and Xu, Chenyang}, 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 = {6030--6038}, year = {2025}, month = {8}, note = {Main Track}, doi = {10.24963/ijcai.2025/671}, url = {https://doi.org/10.24963/ijcai.2025/671}, }