This repository provides a structured reading list of over 400 papers on time series forecasting and spatio-temporal forecasting. Papers are organized by model type including RNNs, Transformers, and temporal convolutional networks. The collection includes work from top conferences and recent arXiv preprints, marked by forecasting type such as univariate, multivariate, or spatio-temporal.