Frank Simon

When Do Foundation Models Pay Off? A Break-Even Analysis of Pretrained Time Series Forecasters

Nicholas Tan Jerome, Frank Simon

Deploying a time series foundation model requires GPU infrastructure, engineering overhead, and carries no guarantee of improvement over XGBoost. We provide the first systematic break-even analysis answering when this investment pays off. Across 30 benchmark datasets, we compare…Read more