On one Belgian electricity load series, bagging, regression stacking, and residual correction reduce MSE relative to standalone Lag-Llama and AutoGluon forecasts, though the reported numbers are inconsistent and lack error bars.
Foundation models for time series analysis: A tutorial and survey
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Enhancing Transformer-Based Foundation Models for Time Series Forecasting via Bagging, Boosting and Statistical Ensembles
On one Belgian electricity load series, bagging, regression stacking, and residual correction reduce MSE relative to standalone Lag-Llama and AutoGluon forecasts, though the reported numbers are inconsistent and lack error bars.