LLM-TPF: Multiscale Temporal Periodicity-Semantic Fusion LLMs for Time Series Forecasting. - Qihong Pan; Haofei Tan; Guojiang Shen; Xiangjie Kong 001; Mengmeng Wang 005; Chenyang Xu (IJCAI, 2025)