The repository replicates the locality-enhanced Transformer model from the 2019 NeurIPS paper for time series forecasting. It provides a teacher-forced training implementation with attention visualization capabilities and validates results on synthetic datasets. The project includes LSTM baselines for comparison and produces learning curves and validation examples.