Francesc Soriguera

LLM-enhanced spatio-temporal learning for grid-level docked bike sharing demand prediction

Short-term bike-sharing demand forecasting is complicated by spatial-temporal non-stationarity and the practical difficulty of incorporating unstructured external text into numerical pipelines. Conventional approaches rely on historical flow sequences and fixed graph structures, thereby constraining their accuracy when...