The primary objective of my research is to explore foundational models in artificial intelligence, customize these models for data mining, and examine their application across domains such as finance, healthcare, and science. Historically, we have made significant advancements in graph data mining and we have inadvertently pioneered the use of Transformer-based methods in time series forecasting.