

Revin: What really grinds my gears
A review of Revin - Reversible Instance Normalization used in time series forecasting

Multivariate Time Series models: Do we really need them?
A comparison of local, global, univariate and multivariate configurations using the DLinear and NLinear models

LTSF-Linear: Embarrassingly simple time series forecasting models
A review of the 2022 Paper Are Transformers Effective for Time Series Forecasting that introduced DLinear and NLinear models

The F1 Score: Time Series Model Championships
A ranking system of time series models based on the Monash dataset benchmarks using the mase metric and the formula 1 scoring system.