This repository serves as a collection of Graph Neural Network approaches for traffic forecasting tasks. It curates academic references and surveys on GNN-based methods for predicting traffic patterns, including citations to relevant published papers on deep learning approaches for traffic estimation and bike-sharing usage prediction.