This repository aggregates academic resources on Large Language Models and foundation models applied to temporal data analysis, including time series forecasting, spatiotemporal prediction, and event data processing. It covers papers from top AI conferences and journals, organized resources including implementations, datasets, and survey summaries on this emerging intersection of LLMs and time series modeling.