Why Do Time Series Models Need Long Context Windows?

Luca Butera, Giovanni De Felice, Andrea Cini +1

Modern deep learning models for forecasting groups of time series rely on increasingly longer observation windows. However, the benefit of increasing the window size is often simpl…