A fistful of MASE: Deconstructing DeepAR
A deep dive into the GluonTS DeepAR neural network model architecture for time series forecasting and an ablation study of the covariates.
Predicting covariates: Is it a good idea?
A study which evaluates the effectiveness of predicting covariates in LSTM Neural Networks for Time Series Forecasting
Teacher Forcing: A look at what it is and the alternatives
Review of teacher forcing, free running, scheduled-sampling, professor forcing and attention forcing for training auto-regresssive neural networks